all_data_tasks/4/default.jsonl

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{"index":181,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google\/Gemma-Embeddings-v1.0\">Gemma-Embeddings-v1.0<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":63.71,"ArguAna":84.82,"ClimateFEVER":45.04,"CQADupstackRetrieval":51.03,"DBPedia":52.58,"FEVER":93.58,"FiQA2018":60.28,"HotpotQA":87.47,"MSMARCO":47.4,"NFCorpus":40.96,"NQ":73.91,"QuoraRetrieval":91.02,"SCIDOCS":29.19,"SciFact":83.28,"Touche2020":34.06,"TRECCOVID":80.97}
{"index":187,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/jasper_en_vision_language_v1\">jasper_en_vision_language_v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":63.12,"ArguAna":65.2,"ClimateFEVER":48.44,"CQADupstackRetrieval":47.94,"DBPedia":52.48,"FEVER":94.81,"FiQA2018":60.12,"HotpotQA":77.68,"MSMARCO":72.12,"NFCorpus":43.31,"NQ":71.49,"QuoraRetrieval":90.04,"SCIDOCS":24.64,"SciFact":80.37,"Touche2020":31.39,"TRECCOVID":86.73}
{"index":256,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nvidia\/NV-Embed-v2\">NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.65,"ArguAna":70.07,"ClimateFEVER":45.39,"CQADupstackRetrieval":50.24,"DBPedia":53.5,"FEVER":93.75,"FiQA2018":65.73,"HotpotQA":85.48,"MSMARCO":45.63,"NFCorpus":45.17,"NQ":73.57,"QuoraRetrieval":89.03,"SCIDOCS":21.9,"SciFact":80.13,"Touche2020":31.78,"TRECCOVID":88.44}
{"index":24,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-en-icl\">bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.16,"ArguAna":83.08,"ClimateFEVER":45.43,"CQADupstackRetrieval":47.31,"DBPedia":51.63,"FEVER":92.83,"FiQA2018":59.67,"HotpotQA":85.14,"MSMARCO":46.79,"NFCorpus":41.85,"NQ":73.88,"QuoraRetrieval":90.95,"SCIDOCS":25.26,"SciFact":79.09,"Touche2020":30.48,"TRECCOVID":79.08}
{"index":167,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dunzhang\/stella_en_1.5B_v5\">stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":61.01,"ArguAna":65.27,"ClimateFEVER":46.11,"CQADupstackRetrieval":47.75,"DBPedia":52.28,"FEVER":94.83,"FiQA2018":60.48,"HotpotQA":76.67,"MSMARCO":45.22,"NFCorpus":42.0,"NQ":71.8,"QuoraRetrieval":90.03,"SCIDOCS":26.64,"SciFact":80.09,"Touche2020":29.94,"TRECCOVID":85.98}
{"index":257,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nvidia\/NV-Retriever-v1\">NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average":60.9,"ArguAna":68.28,"ClimateFEVER":43.47,"CQADupstackRetrieval":49.36,"DBPedia":50.82,"FEVER":93.15,"FiQA2018":61.18,"HotpotQA":79.12,"MSMARCO":44.89,"NFCorpus":45.06,"NQ":72.44,"QuoraRetrieval":88.78,"SCIDOCS":22.55,"SciFact":81.31,"Touche2020":26.6,"TRECCOVID":86.44}
{"index":17,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":60.25,"ArguAna":64.27,"ClimateFEVER":45.88,"CQADupstackRetrieval":46.43,"DBPedia":52.42,"FEVER":95.11,"FiQA2018":62.03,"HotpotQA":73.08,"MSMARCO":45.98,"NFCorpus":40.6,"NQ":67.0,"QuoraRetrieval":90.09,"SCIDOCS":28.91,"SciFact":79.06,"Touche2020":30.57,"TRECCOVID":82.26}
{"index":175,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/gall88\/gte-Qwen2-7B-instruct-fp16\">gte-Qwen2-7B-instruct-fp16<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":60.25,"ArguAna":64.27,"ClimateFEVER":45.88,"CQADupstackRetrieval":46.43,"DBPedia":52.42,"FEVER":95.11,"FiQA2018":62.03,"HotpotQA":73.08,"MSMARCO":45.98,"NFCorpus":40.6,"NQ":67.0,"QuoraRetrieval":90.09,"SCIDOCS":28.91,"SciFact":79.06,"Touche2020":30.57,"TRECCOVID":82.26}
{"index":71,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Linq-AI-Research\/Linq-Embed-Mistral\">Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.19,"ArguAna":69.65,"ClimateFEVER":39.11,"CQADupstackRetrieval":47.27,"DBPedia":51.32,"FEVER":92.42,"FiQA2018":61.2,"HotpotQA":76.24,"MSMARCO":45.21,"NFCorpus":41.62,"NQ":70.63,"QuoraRetrieval":90.27,"SCIDOCS":21.93,"SciFact":78.32,"Touche2020":30.61,"TRECCOVID":87.1}
{"index":114,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-2_R\">SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.18,"ArguAna":62.34,"ClimateFEVER":34.43,"CQADupstackRetrieval":46.11,"DBPedia":51.21,"FEVER":92.16,"FiQA2018":61.77,"HotpotQA":81.36,"MSMARCO":42.18,"NFCorpus":41.34,"NQ":73.96,"QuoraRetrieval":89.58,"SCIDOCS":24.87,"SciFact":85.91,"Touche2020":28.18,"TRECCOVID":87.27}
{"index":333,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/zeta-alpha-ai\/Zeta-Alpha-E5-Mistral\">Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.5,"ArguAna":65.62,"ClimateFEVER":42.05,"CQADupstackRetrieval":48.85,"DBPedia":51.2,"FEVER":92.44,"FiQA2018":58.78,"HotpotQA":79.45,"MSMARCO":44.18,"NFCorpus":40.46,"NQ":70.52,"QuoraRetrieval":89.89,"SCIDOCS":20.86,"SciFact":77.38,"Touche2020":27.1,"TRECCOVID":83.68}
{"index":255,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nvidia\/NV-Embed-v1\">NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.36,"ArguAna":68.2,"ClimateFEVER":34.72,"CQADupstackRetrieval":50.51,"DBPedia":48.29,"FEVER":87.77,"FiQA2018":63.1,"HotpotQA":79.92,"MSMARCO":46.49,"NFCorpus":38.04,"NQ":71.22,"QuoraRetrieval":89.21,"SCIDOCS":20.19,"SciFact":78.43,"Touche2020":28.38,"TRECCOVID":85.88}
{"index":27,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":59.24,"ArguAna":77.37,"ClimateFEVER":39.37,"CQADupstackRetrieval":47.94,"DBPedia":51.37,"FEVER":90.38,"FiQA2018":60.04,"HotpotQA":83.26,"MSMARCO":45.71,"NFCorpus":38.11,"NQ":71.45,"QuoraRetrieval":90.04,"SCIDOCS":26.93,"SciFact":72.05,"Touche2020":30.26,"TRECCOVID":64.27}
{"index":115,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.0,"ArguAna":67.17,"ClimateFEVER":36.41,"CQADupstackRetrieval":46.49,"DBPedia":49.06,"FEVER":89.35,"FiQA2018":60.4,"HotpotQA":77.02,"MSMARCO":43.41,"NFCorpus":41.88,"NQ":69.92,"QuoraRetrieval":89.78,"SCIDOCS":19.91,"SciFact":77.66,"Touche2020":29.0,"TRECCOVID":87.6}
{"index":168,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dunzhang\/stella_en_400M_v5\">stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":58.97,"ArguAna":64.24,"ClimateFEVER":43.53,"CQADupstackRetrieval":44.36,"DBPedia":49.88,"FEVER":90.99,"FiQA2018":56.06,"HotpotQA":71.74,"MSMARCO":43.69,"NFCorpus":41.49,"NQ":69.07,"QuoraRetrieval":89.58,"SCIDOCS":25.04,"SciFact":78.23,"Touche2020":31.45,"TRECCOVID":85.21}
{"index":29,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BeastyZ\/e5-R-mistral-7b\">e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":58.65,"ArguAna":58.99,"ClimateFEVER":40.26,"CQADupstackRetrieval":46.59,"DBPedia":51.03,"FEVER":90.32,"FiQA2018":58.68,"HotpotQA":80.16,"MSMARCO":42.9,"NFCorpus":41.38,"NQ":69.84,"QuoraRetrieval":90.11,"SCIDOCS":19.26,"SciFact":78.92,"Touche2020":26.89,"TRECCOVID":84.4}
{"index":310,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/e5-R-mistral-7b-GGUF\">e5-R-mistral-7b-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":58.65,"ArguAna":58.99,"ClimateFEVER":40.26,"CQADupstackRetrieval":46.59,"DBPedia":51.03,"FEVER":90.32,"FiQA2018":58.68,"HotpotQA":80.16,"MSMARCO":42.9,"NFCorpus":41.38,"NQ":69.84,"QuoraRetrieval":90.11,"SCIDOCS":19.26,"SciFact":78.92,"Touche2020":26.89,"TRECCOVID":84.4}
{"index":260,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/openbmb\/MiniCPM-Embedding\">MiniCPM-Embedding<\/a>","Model Size (Million Parameters)":2725,"Memory Usage (GB, fp32)":10.15,"Embedding Dimensions":2304,"Max Tokens":512,"Average":58.56,"ArguAna":64.65,"ClimateFEVER":35.55,"CQADupstackRetrieval":46.53,"DBPedia":47.82,"FEVER":90.76,"FiQA2018":56.64,"HotpotQA":78.11,"MSMARCO":43.93,"NFCorpus":39.77,"NQ":69.29,"QuoraRetrieval":89.97,"SCIDOCS":22.38,"SciFact":86.6,"Touche2020":25.08,"TRECCOVID":81.32}
{"index":16,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":58.29,"ArguAna":69.72,"ClimateFEVER":42.91,"CQADupstackRetrieval":44.76,"DBPedia":48.69,"FEVER":91.57,"FiQA2018":54.7,"HotpotQA":68.95,"MSMARCO":43.36,"NFCorpus":39.34,"NQ":64.0,"QuoraRetrieval":89.64,"SCIDOCS":24.98,"SciFact":78.44,"Touche2020":27.89,"TRECCOVID":85.38}
{"index":6,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":58.28,"ArguAna":64.06,"ClimateFEVER":32.65,"CQADupstackRetrieval":46.6,"DBPedia":46.03,"FEVER":91.47,"FiQA2018":59.76,"HotpotQA":70.86,"MSMARCO":40.6,"NFCorpus":40.32,"NQ":65.92,"QuoraRetrieval":87.4,"SCIDOCS":24.32,"SciFact":79.99,"Touche2020":39.16,"TRECCOVID":85.07}
{"index":263,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pingkeest\/learning2_model\">learning2_model<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":57.91,"ArguAna":72.11,"ClimateFEVER":48.36,"CQADupstackRetrieval":42.16,"DBPedia":46.3,"FEVER":93.81,"FiQA2018":63.23,"HotpotQA":68.18,"MSMARCO":42.93,"NFCorpus":36.95,"NQ":56.08,"QuoraRetrieval":89.67,"SCIDOCS":26.35,"SciFact":82.43,"Touche2020":22.55,"TRECCOVID":77.49}
{"index":19,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-large-en-v1.5\">gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":57.91,"ArguAna":72.11,"ClimateFEVER":48.36,"CQADupstackRetrieval":42.16,"DBPedia":46.3,"FEVER":93.81,"FiQA2018":63.23,"HotpotQA":68.18,"MSMARCO":42.93,"NFCorpus":36.95,"NQ":56.08,"QuoraRetrieval":89.67,"SCIDOCS":26.35,"SciFact":82.43,"Touche2020":22.55,"TRECCOVID":77.49}
{"index":261,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/parasail-ai\/GritLM-7B-vllm\">GritLM-7B-vllm<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":57.41,"ArguAna":63.24,"ClimateFEVER":30.91,"CQADupstackRetrieval":49.42,"DBPedia":46.6,"FEVER":82.74,"FiQA2018":59.95,"HotpotQA":79.4,"MSMARCO":41.96,"NFCorpus":40.89,"NQ":70.3,"QuoraRetrieval":89.47,"SCIDOCS":24.41,"SciFact":79.17,"Touche2020":27.93,"TRECCOVID":74.8}
{"index":315,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Meta-Llama-3-8B-Instruct\">BinGSE-Meta-Llama-3-8B-Instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.38,"ArguAna":60.61,"ClimateFEVER":36.96,"CQADupstackRetrieval":43.98,"DBPedia":47.16,"FEVER":92.2,"FiQA2018":55.85,"HotpotQA":77.12,"MSMARCO":42.83,"NFCorpus":40.9,"NQ":65.44,"QuoraRetrieval":89.98,"SCIDOCS":22.51,"SciFact":77.96,"Touche2020":24.7,"TRECCOVID":82.47}
{"index":51,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":57.36,"ArguAna":63.17,"ClimateFEVER":30.91,"CQADupstackRetrieval":49.42,"DBPedia":46.6,"FEVER":82.74,"FiQA2018":59.91,"HotpotQA":79.4,"MSMARCO":41.96,"NFCorpus":40.86,"NQ":70.3,"QuoraRetrieval":89.47,"SCIDOCS":24.41,"SciFact":79.13,"Touche2020":27.78,"TRECCOVID":74.31}
{"index":109,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/PaDaS-Lab\/arctic-l-bge-small\">arctic-l-bge-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.19,"ArguAna":62.67,"ClimateFEVER":39.89,"CQADupstackRetrieval":46.21,"DBPedia":46.14,"FEVER":90.19,"FiQA2018":46.59,"HotpotQA":79.15,"MSMARCO":40.29,"NFCorpus":38.18,"NQ":61.43,"QuoraRetrieval":89.04,"SCIDOCS":22.44,"SciFact":78.06,"Touche2020":32.92,"TRECCOVID":84.72}
{"index":269,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/raghavlight\/TDTE\">TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.05,"ArguAna":58.82,"ClimateFEVER":32.47,"CQADupstackRetrieval":49.52,"DBPedia":48.99,"FEVER":90.88,"FiQA2018":53.22,"HotpotQA":77.7,"MSMARCO":40.66,"NFCorpus":41.33,"NQ":64.67,"QuoraRetrieval":88.86,"SCIDOCS":23.01,"SciFact":79.62,"Touche2020":25.24,"TRECCOVID":80.75}
{"index":193,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":56.87,"ArguAna":61.65,"ClimateFEVER":38.35,"CQADupstackRetrieval":42.97,"DBPedia":48.89,"FEVER":87.84,"FiQA2018":56.81,"HotpotQA":75.72,"MSMARCO":43.06,"NFCorpus":38.58,"NQ":63.53,"QuoraRetrieval":89.61,"SCIDOCS":16.32,"SciFact":76.42,"Touche2020":26.27,"TRECCOVID":87.03}
{"index":77,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised\">LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":56.63,"ArguAna":62.78,"ClimateFEVER":34.27,"CQADupstackRetrieval":48.25,"DBPedia":48.34,"FEVER":90.2,"FiQA2018":55.33,"HotpotQA":71.76,"MSMARCO":43.24,"NFCorpus":41.83,"NQ":64.21,"QuoraRetrieval":87.16,"SCIDOCS":22.96,"SciFact":78.22,"Touche2020":20.5,"TRECCOVID":80.34}
{"index":9,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average":56.6,"ArguAna":70.28,"ClimateFEVER":31.95,"CQADupstackRetrieval":46.2,"DBPedia":39.79,"FEVER":91.35,"FiQA2018":52.51,"HotpotQA":75.51,"MSMARCO":37.93,"NFCorpus":43.7,"NQ":64.26,"QuoraRetrieval":87.62,"SCIDOCS":20.24,"SciFact":79.91,"Touche2020":26.8,"TRECCOVID":81.02}
{"index":110,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/PaDaS-Lab\/arctic-m-bge-small\">arctic-m-bge-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.5,"ArguAna":62.44,"ClimateFEVER":37.84,"CQADupstackRetrieval":44.87,"DBPedia":46.06,"FEVER":90.02,"FiQA2018":45.07,"HotpotQA":77.84,"MSMARCO":40.28,"NFCorpus":37.28,"NQ":61.03,"QuoraRetrieval":89.21,"SCIDOCS":22.59,"SciFact":76.53,"Touche2020":30.68,"TRECCOVID":85.79}
{"index":56,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Haon-Chen\/speed-embedding-7b-instruct\">speed-embedding-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":56.5,"ArguAna":59.29,"ClimateFEVER":37.77,"CQADupstackRetrieval":41.62,"DBPedia":49.74,"FEVER":88.53,"FiQA2018":56.05,"HotpotQA":75.17,"MSMARCO":42.55,"NFCorpus":38.74,"NQ":61.66,"QuoraRetrieval":89.35,"SCIDOCS":16.63,"SciFact":77.18,"Touche2020":25.79,"TRECCOVID":87.43}
{"index":15,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":56.24,"ArguAna":62.65,"ClimateFEVER":44.0,"CQADupstackRetrieval":40.64,"DBPedia":48.04,"FEVER":93.35,"FiQA2018":55.31,"HotpotQA":72.25,"MSMARCO":41.68,"NFCorpus":38.25,"NQ":61.79,"QuoraRetrieval":89.61,"SCIDOCS":27.69,"SciFact":75.31,"Touche2020":20.3,"TRECCOVID":72.72}
{"index":79,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised\">LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":55.99,"ArguAna":57.48,"ClimateFEVER":35.19,"CQADupstackRetrieval":48.84,"DBPedia":49.58,"FEVER":89.4,"FiQA2018":53.11,"HotpotQA":74.07,"MSMARCO":42.17,"NFCorpus":39.33,"NQ":61.7,"QuoraRetrieval":87.75,"SCIDOCS":22.5,"SciFact":78.86,"Touche2020":22.18,"TRECCOVID":77.69}
{"index":119,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l\">snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average":55.98,"ArguAna":59.09,"ClimateFEVER":39.33,"CQADupstackRetrieval":46.97,"DBPedia":45.97,"FEVER":88.22,"FiQA2018":44.71,"HotpotQA":75.18,"MSMARCO":41.68,"NFCorpus":37.65,"NQ":63.11,"QuoraRetrieval":87.41,"SCIDOCS":21.36,"SciFact":73.82,"Touche2020":34.52,"TRECCOVID":80.72}
{"index":1,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":55.7,"ArguAna":62.18,"ClimateFEVER":33.21,"CQADupstackRetrieval":48.89,"DBPedia":47.12,"FEVER":86.96,"FiQA2018":59.24,"HotpotQA":71.33,"MSMARCO":32.58,"NFCorpus":40.33,"NQ":61.28,"QuoraRetrieval":88.18,"SCIDOCS":20.34,"SciFact":75.42,"Touche2020":25.86,"TRECCOVID":82.62}
{"index":120,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l-v2.0\">snowflake-arctic-embed-l-v2.0<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":55.65,"ArguAna":59.15,"ClimateFEVER":43.48,"CQADupstackRetrieval":46.1,"DBPedia":43.37,"FEVER":91.91,"FiQA2018":45.49,"HotpotQA":68.15,"MSMARCO":44.86,"NFCorpus":35.34,"NQ":63.67,"QuoraRetrieval":89.02,"SCIDOCS":20.24,"SciFact":70.59,"Touche2020":29.5,"TRECCOVID":83.87}
{"index":8,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average":55.58,"ArguAna":58.73,"ClimateFEVER":37.47,"CQADupstackRetrieval":45.11,"DBPedia":43.42,"FEVER":89.71,"FiQA2018":44.79,"HotpotQA":70.46,"MSMARCO":39.66,"NFCorpus":43.33,"NQ":60.65,"QuoraRetrieval":87.83,"SCIDOCS":23.19,"SciFact":73.64,"Touche2020":36.83,"TRECCOVID":78.92}
{"index":216,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":55.52,"ArguAna":58.52,"ClimateFEVER":34.56,"CQADupstackRetrieval":46.91,"DBPedia":46.83,"FEVER":91.22,"FiQA2018":54.51,"HotpotQA":76.41,"MSMARCO":43.25,"NFCorpus":39.55,"NQ":62.31,"QuoraRetrieval":89.34,"SCIDOCS":20.17,"SciFact":73.99,"Touche2020":18.52,"TRECCOVID":76.66}
{"index":347,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":55.44,"ArguAna":58.05,"ClimateFEVER":30.27,"CQADupstackRetrieval":47.54,"DBPedia":44.76,"FEVER":87.94,"FiQA2018":55.0,"HotpotQA":71.58,"MSMARCO":40.24,"NFCorpus":42.07,"NQ":61.27,"QuoraRetrieval":89.05,"SCIDOCS":23.11,"SciFact":77.77,"Touche2020":23.35,"TRECCOVID":79.56}
{"index":124,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m-v2.0\">snowflake-arctic-embed-m-v2.0<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":55.38,"ArguAna":58.01,"ClimateFEVER":38.31,"CQADupstackRetrieval":47.2,"DBPedia":43.88,"FEVER":91.55,"FiQA2018":43.96,"HotpotQA":72.4,"MSMARCO":44.04,"NFCorpus":35.88,"NQ":64.6,"QuoraRetrieval":88.73,"SCIDOCS":20.35,"SciFact":71.8,"Touche2020":29.77,"TRECCOVID":80.28}
{"index":74,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/marqo-chimera-arctic-bge-m\">marqo-chimera-arctic-bge-m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":55.16,"ArguAna":62.6,"ClimateFEVER":34.42,"CQADupstackRetrieval":42.89,"DBPedia":44.91,"FEVER":87.71,"FiQA2018":44.31,"HotpotQA":74.39,"MSMARCO":43.42,"NFCorpus":38.46,"NQ":53.2,"QuoraRetrieval":89.14,"SCIDOCS":21.85,"SciFact":74.85,"Touche2020":33.01,"TRECCOVID":82.25}
{"index":123,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m-v1.5\">snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
{"index":222,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lynxeco\/snowflake-arctic-embed-m-v1.5-Q8_0-GGUF\">snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
{"index":52,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":55.09,"ArguAna":59.49,"ClimateFEVER":28.69,"CQADupstackRetrieval":47.63,"DBPedia":46.54,"FEVER":85.02,"FiQA2018":49.89,"HotpotQA":73.83,"MSMARCO":35.55,"NFCorpus":39.05,"NQ":63.87,"QuoraRetrieval":87.7,"SCIDOCS":23.06,"SciFact":77.02,"Touche2020":27.97,"TRECCOVID":81.07}
{"index":37,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":55.0,"ArguAna":61.52,"ClimateFEVER":38.43,"CQADupstackRetrieval":41.53,"DBPedia":43.36,"FEVER":88.97,"FiQA2018":42.19,"HotpotQA":70.72,"MSMARCO":42.93,"NFCorpus":38.57,"NQ":61.56,"QuoraRetrieval":88.72,"SCIDOCS":20.31,"SciFact":71.83,"Touche2020":32.42,"TRECCOVID":81.92}
{"index":121,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m\">snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.91,"ArguAna":56.44,"ClimateFEVER":39.37,"CQADupstackRetrieval":43.81,"DBPedia":44.73,"FEVER":89.02,"FiQA2018":42.4,"HotpotQA":73.65,"MSMARCO":41.77,"NFCorpus":36.77,"NQ":62.43,"QuoraRetrieval":87.42,"SCIDOCS":21.1,"SciFact":73.55,"Touche2020":31.47,"TRECCOVID":79.65}
{"index":122,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m-long\">snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":54.83,"ArguAna":60.36,"ClimateFEVER":38.33,"CQADupstackRetrieval":44.21,"DBPedia":45.29,"FEVER":86.89,"FiQA2018":42.16,"HotpotQA":72.76,"MSMARCO":41.97,"NFCorpus":35.87,"NQ":62.34,"QuoraRetrieval":87.72,"SCIDOCS":20.47,"SciFact":69.96,"Touche2020":32.35,"TRECCOVID":81.7}
{"index":130,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/WhereIsAI\/UAE-Large-V1\">UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.66,"ArguAna":66.15,"ClimateFEVER":38.53,"CQADupstackRetrieval":40.93,"DBPedia":44.89,"FEVER":88.24,"FiQA2018":44.84,"HotpotQA":73.13,"MSMARCO":41.4,"NFCorpus":38.65,"NQ":55.86,"QuoraRetrieval":89.02,"SCIDOCS":22.98,"SciFact":74.07,"Touche2020":24.93,"TRECCOVID":76.33}
{"index":53,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-max-instruct-v1\">KaLM-embedding-multilingual-max-instruct-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":54.62,"ArguAna":53.34,"ClimateFEVER":21.74,"CQADupstackRetrieval":43.36,"DBPedia":39.35,"FEVER":88.23,"FiQA2018":56.98,"HotpotQA":75.43,"MSMARCO":39.45,"NFCorpus":39.9,"NQ":56.81,"QuoraRetrieval":89.68,"SCIDOCS":22.61,"SciFact":80.17,"Touche2020":27.01,"TRECCOVID":85.2}
{"index":111,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/PaDaS-Lab\/arctic-s-bge-small\">arctic-s-bge-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":54.61,"ArguAna":61.7,"ClimateFEVER":34.4,"CQADupstackRetrieval":43.06,"DBPedia":44.46,"FEVER":86.56,"FiQA2018":43.32,"HotpotQA":74.98,"MSMARCO":39.03,"NFCorpus":35.91,"NQ":57.06,"QuoraRetrieval":89.0,"SCIDOCS":21.09,"SciFact":75.3,"Touche2020":30.5,"TRECCOVID":82.84}
{"index":75,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised\">LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":54.6,"ArguAna":56.53,"ClimateFEVER":30.7,"CQADupstackRetrieval":45.94,"DBPedia":48.42,"FEVER":89.93,"FiQA2018":51.28,"HotpotQA":72.99,"MSMARCO":41.46,"NFCorpus":40.33,"NQ":61.24,"QuoraRetrieval":85.59,"SCIDOCS":21.05,"SciFact":77.3,"Touche2020":16.92,"TRECCOVID":79.25}
{"index":237,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-large-v1\">mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.39,"ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":41.6,"DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
{"index":25,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.29,"ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":42.23,"DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
{"index":185,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/huizhang0110\/hui-embedding\">hui-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":54.14,"ArguAna":67.32,"ClimateFEVER":41.18,"CQADupstackRetrieval":42.75,"DBPedia":48.98,"FEVER":88.23,"FiQA2018":54.07,"HotpotQA":74.96,"MSMARCO":42.55,"NFCorpus":37.55,"NQ":64.69,"QuoraRetrieval":88.77,"SCIDOCS":23.81,"SciFact":52.84,"Touche2020":25.88,"TRECCOVID":58.49}
{"index":18,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":54.09,"ArguAna":63.49,"ClimateFEVER":40.36,"CQADupstackRetrieval":39.52,"DBPedia":39.9,"FEVER":94.81,"FiQA2018":48.65,"HotpotQA":67.75,"MSMARCO":42.62,"NFCorpus":35.88,"NQ":52.96,"QuoraRetrieval":88.42,"SCIDOCS":21.92,"SciFact":76.77,"Touche2020":25.22,"TRECCOVID":73.13}
{"index":214,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":53.88,"ArguAna":54.33,"ClimateFEVER":42.36,"CQADupstackRetrieval":42.59,"DBPedia":41.0,"FEVER":89.05,"FiQA2018":47.35,"HotpotQA":64.67,"MSMARCO":40.81,"NFCorpus":36.62,"NQ":64.23,"QuoraRetrieval":89.09,"SCIDOCS":19.81,"SciFact":72.31,"Touche2020":26.3,"TRECCOVID":77.72}
{"index":39,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":53.84,"ArguAna":55.11,"ClimateFEVER":29.96,"CQADupstackRetrieval":40.64,"DBPedia":41.0,"FEVER":88.53,"FiQA2018":44.1,"HotpotQA":70.61,"MSMARCO":43.45,"NFCorpus":36.42,"NQ":63.41,"QuoraRetrieval":88.92,"SCIDOCS":19.34,"SciFact":70.05,"Touche2020":32.7,"TRECCOVID":83.37}
{"index":66,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":53.46,"ArguAna":66.18,"ClimateFEVER":33.13,"CQADupstackRetrieval":42.74,"DBPedia":42.84,"FEVER":85.44,"FiQA2018":44.93,"HotpotQA":72.49,"MSMARCO":41.46,"NFCorpus":37.9,"NQ":55.12,"QuoraRetrieval":89.07,"SCIDOCS":23.69,"SciFact":75.14,"Touche2020":24.42,"TRECCOVID":67.33}
{"index":144,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-large-Embedding-v0\">GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":53.44,"ArguAna":63.38,"ClimateFEVER":33.99,"CQADupstackRetrieval":43.44,"DBPedia":42.96,"FEVER":86.55,"FiQA2018":44.3,"HotpotQA":70.46,"MSMARCO":41.39,"NFCorpus":38.65,"NQ":56.09,"QuoraRetrieval":88.98,"SCIDOCS":24.06,"SciFact":74.72,"Touche2020":23.45,"TRECCOVID":69.13}
{"index":323,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed\">b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":53.3,"ArguAna":65.99,"ClimateFEVER":30.37,"CQADupstackRetrieval":43.39,"DBPedia":43.31,"FEVER":83.58,"FiQA2018":45.01,"HotpotQA":71.26,"MSMARCO":41.63,"NFCorpus":39.13,"NQ":55.13,"QuoraRetrieval":89.12,"SCIDOCS":23.79,"SciFact":75.25,"Touche2020":23.11,"TRECCOVID":69.38}
{"index":217,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.27,"ArguAna":72.0,"ClimateFEVER":25.71,"CQADupstackRetrieval":39.8,"DBPedia":40.09,"FEVER":86.09,"FiQA2018":45.41,"HotpotQA":66.66,"MSMARCO":41.48,"NFCorpus":34.73,"NQ":59.95,"QuoraRetrieval":89.84,"SCIDOCS":21.78,"SciFact":71.84,"Touche2020":24.25,"TRECCOVID":79.38}
{"index":23,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
{"index":253,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":53.01,"ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":39.61,"DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
{"index":246,"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
{"index":198,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.64,"ArguAna":58.48,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":48.42,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":36.34,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":19.24,"SciFact":71.62,"Touche2020":27.4,"TRECCOVID":82.51}
{"index":134,"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/abhinand\/MedEmbed-small-v0.1\">MedEmbed-small-v0.1<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.49,"ArguAna":61.59,"ClimateFEVER":26.74,"CQADupstackRetrieval":38.15,"DBPedia":38.55,"FEVER":84.94,"FiQA2018":38.5,"HotpotQA":69.21,"MSMARCO":69.8,"NFCorpus":34.78,"NQ":45.43,"QuoraRetrieval":88.57,"SCIDOCS":20.28,"SciFact":70.78,"Touche2020":22.2,"TRECCOVID":77.76}
{"index":0,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">text-embedding-004-256<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average":52.44,"ArguAna":56.27,"ClimateFEVER":29.35,"CQADupstackRetrieval":45.41,"DBPedia":41.91,"FEVER":82.61,"FiQA2018":55.54,"HotpotQA":64.65,"MSMARCO":31.12,"NFCorpus":37.81,"NQ":57.37,"QuoraRetrieval":87.89,"SCIDOCS":18.21,"SciFact":70.86,"Touche2020":27.4,"TRECCOVID":80.13}
{"index":251,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average":52.4,"ArguAna":47.45,"ClimateFEVER":40.7,"CQADupstackRetrieval":39.06,"DBPedia":42.96,"FEVER":85.7,"FiQA2018":36.92,"HotpotQA":71.48,"MSMARCO":42.29,"NFCorpus":33.31,"NQ":58.83,"QuoraRetrieval":87.87,"SCIDOCS":17.88,"SciFact":70.12,"Touche2020":29.24,"TRECCOVID":82.12}
{"index":142,"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-Embedding-v0\">GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":52.31,"ArguAna":62.62,"ClimateFEVER":31.49,"CQADupstackRetrieval":43.2,"DBPedia":41.7,"FEVER":86.65,"FiQA2018":40.64,"HotpotQA":68.92,"MSMARCO":40.64,"NFCorpus":37.64,"NQ":53.43,"QuoraRetrieval":88.81,"SCIDOCS":23.47,"SciFact":75.29,"Touche2020":20.58,"TRECCOVID":69.6}
{"index":316,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Sheared-LLaMA\">BinGSE-Sheared-LLaMA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":52.28,"ArguAna":55.57,"ClimateFEVER":29.05,"CQADupstackRetrieval":39.19,"DBPedia":43.48,"FEVER":89.19,"FiQA2018":43.56,"HotpotQA":69.33,"MSMARCO":40.91,"NFCorpus":36.01,"NQ":57.04,"QuoraRetrieval":89.42,"SCIDOCS":16.59,"SciFact":69.7,"Touche2020":24.57,"TRECCOVID":80.57}
{"index":312,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-large\">gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":52.22,"ArguAna":57.16,"ClimateFEVER":28.82,"CQADupstackRetrieval":43.18,"DBPedia":42.37,"FEVER":84.53,"FiQA2018":44.5,"HotpotQA":67.16,"MSMARCO":40.86,"NFCorpus":38.17,"NQ":54.78,"QuoraRetrieval":88.32,"SCIDOCS":23.44,"SciFact":74.27,"Touche2020":25.51,"TRECCOVID":70.22}
{"index":146,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/NoInstruct-small-Embedding-v0\">NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.99,"ArguAna":57.59,"ClimateFEVER":35.2,"CQADupstackRetrieval":39.65,"DBPedia":41.02,"FEVER":87.13,"FiQA2018":40.65,"HotpotQA":66.54,"MSMARCO":40.23,"NFCorpus":34.92,"NQ":50.9,"QuoraRetrieval":88.41,"SCIDOCS":21.82,"SciFact":72.22,"Touche2020":23.48,"TRECCOVID":80.12}
{"index":125,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-s\">snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.98,"ArguAna":56.87,"ClimateFEVER":31.25,"CQADupstackRetrieval":42.02,"DBPedia":41.59,"FEVER":82.49,"FiQA2018":39.68,"HotpotQA":66.59,"MSMARCO":39.79,"NFCorpus":32.54,"NQ":56.19,"QuoraRetrieval":87.47,"SCIDOCS":19.42,"SciFact":69.92,"Touche2020":32.51,"TRECCOVID":81.39}
{"index":221,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":51.92,"ArguAna":64.56,"ClimateFEVER":27.29,"CQADupstackRetrieval":42.39,"DBPedia":41.79,"FEVER":83.69,"FiQA2018":44.3,"HotpotQA":74.33,"MSMARCO":42.03,"NFCorpus":36.91,"NQ":51.77,"QuoraRetrieval":89.09,"SCIDOCS":19.58,"SciFact":73.42,"Touche2020":23.54,"TRECCOVID":64.14}
{"index":54,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":51.88,"ArguAna":56.57,"ClimateFEVER":27.79,"CQADupstackRetrieval":42.21,"DBPedia":39.58,"FEVER":86.03,"FiQA2018":45.02,"HotpotQA":68.65,"MSMARCO":35.19,"NFCorpus":34.49,"NQ":49.54,"QuoraRetrieval":89.39,"SCIDOCS":20.43,"SciFact":72.6,"Touche2020":31.19,"TRECCOVID":79.54}
{"index":138,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/aliakseilabanau\/bge-small-en\">bge-small-en<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.82,"ArguAna":58.84,"ClimateFEVER":34.34,"CQADupstackRetrieval":38.51,"DBPedia":41.43,"FEVER":89.0,"FiQA2018":39.87,"HotpotQA":69.79,"MSMARCO":40.84,"NFCorpus":33.48,"NQ":48.99,"QuoraRetrieval":88.55,"SCIDOCS":20.19,"SciFact":69.9,"Touche2020":30.36,"TRECCOVID":73.16}
{"index":206,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jamesgpt1\/sf_model_e5\">sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":51.8,"ArguAna":64.07,"ClimateFEVER":28.74,"CQADupstackRetrieval":41.14,"DBPedia":42.51,"FEVER":81.38,"FiQA2018":42.64,"HotpotQA":72.37,"MSMARCO":40.66,"NFCorpus":38.43,"NQ":51.55,"QuoraRetrieval":88.74,"SCIDOCS":20.16,"SciFact":75.41,"Touche2020":22.6,"TRECCOVID":66.57}
{"index":28,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.68,"ArguAna":59.55,"ClimateFEVER":31.84,"CQADupstackRetrieval":39.05,"DBPedia":40.03,"FEVER":86.64,"FiQA2018":40.34,"HotpotQA":69.94,"MSMARCO":40.83,"NFCorpus":34.3,"NQ":50.18,"QuoraRetrieval":88.78,"SCIDOCS":20.52,"SciFact":71.28,"Touche2020":26.04,"TRECCOVID":75.9}
{"index":346,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average":51.66,"ArguAna":55.6,"ClimateFEVER":25.8,"CQADupstackRetrieval":42.28,"DBPedia":40.8,"FEVER":84.57,"FiQA2018":50.33,"HotpotQA":62.69,"MSMARCO":37.93,"NFCorpus":37.94,"NQ":56.64,"QuoraRetrieval":88.22,"SCIDOCS":20.44,"SciFact":73.1,"Touche2020":22.31,"TRECCOVID":76.24}
{"index":81,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-supervised\">LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":51.44,"ArguAna":51.66,"ClimateFEVER":33.49,"CQADupstackRetrieval":41.73,"DBPedia":43.58,"FEVER":86.81,"FiQA2018":41.0,"HotpotQA":63.85,"MSMARCO":38.32,"NFCorpus":37.12,"NQ":53.89,"QuoraRetrieval":87.37,"SCIDOCS":17.96,"SciFact":72.08,"Touche2020":22.31,"TRECCOVID":80.41}
{"index":247,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1-ablated\">nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":51.43,"ArguAna":54.66,"ClimateFEVER":27.01,"CQADupstackRetrieval":38.47,"DBPedia":42.07,"FEVER":77.32,"FiQA2018":39.02,"HotpotQA":64.12,"MSMARCO":43.33,"NFCorpus":35.31,"NQ":61.43,"QuoraRetrieval":88.33,"SCIDOCS":18.7,"SciFact":71.51,"Touche2020":27.86,"TRECCOVID":82.31}
{"index":236,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-2d-large-v1\">mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":51.42,"ArguAna":63.63,"ClimateFEVER":30.73,"CQADupstackRetrieval":39.46,"DBPedia":40.74,"FEVER":82.24,"FiQA2018":41.75,"HotpotQA":63.0,"MSMARCO":38.03,"NFCorpus":37.35,"NQ":54.84,"QuoraRetrieval":88.14,"SCIDOCS":22.78,"SciFact":74.12,"Touche2020":25.89,"TRECCOVID":68.64}
{"index":148,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/benayad7\/concat-e5-small-bge-small-01\">concat-e5-small-bge-small-01<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.4,"ArguAna":59.35,"ClimateFEVER":28.83,"CQADupstackRetrieval":40.27,"DBPedia":40.46,"FEVER":86.27,"FiQA2018":42.22,"HotpotQA":74.67,"MSMARCO":39.29,"NFCorpus":35.51,"NQ":49.39,"QuoraRetrieval":88.78,"SCIDOCS":20.44,"SciFact":76.48,"Touche2020":21.42,"TRECCOVID":67.65}
{"index":197,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.4,"ArguAna":54.36,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.81,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.95,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.45,"SciFact":70.42,"Touche2020":23.13,"TRECCOVID":71.21}
{"index":36,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-light-v3.0\">Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.34,"ArguAna":50.81,"ClimateFEVER":28.9,"CQADupstackRetrieval":38.89,"DBPedia":41.03,"FEVER":87.64,"FiQA2018":38.83,"HotpotQA":66.79,"MSMARCO":41.33,"NFCorpus":33.65,"NQ":57.99,"QuoraRetrieval":88.11,"SCIDOCS":18.1,"SciFact":66.69,"Touche2020":31.93,"TRECCOVID":79.36}
{"index":139,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.31,"ArguAna":51.31,"ClimateFEVER":22.76,"CQADupstackRetrieval":45.27,"DBPedia":36.95,"FEVER":88.17,"FiQA2018":44.8,"HotpotQA":64.15,"MSMARCO":38.0,"NFCorpus":33.94,"NQ":55.1,"QuoraRetrieval":88.41,"SCIDOCS":21.98,"SciFact":70.52,"Touche2020":27.48,"TRECCOVID":80.75}
{"index":311,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-base\">gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.14,"ArguAna":57.12,"ClimateFEVER":28.1,"CQADupstackRetrieval":42.91,"DBPedia":41.19,"FEVER":81.52,"FiQA2018":40.76,"HotpotQA":65.75,"MSMARCO":40.21,"NFCorpus":37.9,"NQ":52.84,"QuoraRetrieval":88.15,"SCIDOCS":23.13,"SciFact":76.18,"Touche2020":22.55,"TRECCOVID":68.78}
{"index":348,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":51.08,"ArguAna":55.49,"ClimateFEVER":26.86,"CQADupstackRetrieval":42.58,"DBPedia":39.97,"FEVER":79.42,"FiQA2018":44.91,"HotpotQA":63.63,"MSMARCO":37.02,"NFCorpus":38.33,"NQ":52.86,"QuoraRetrieval":88.83,"SCIDOCS":20.8,"SciFact":73.37,"Touche2020":24.28,"TRECCOVID":77.9}
{"index":20,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":51.08,"ArguAna":58.23,"ClimateFEVER":34.83,"CQADupstackRetrieval":38.12,"DBPedia":40.12,"FEVER":92.11,"FiQA2018":45.01,"HotpotQA":63.04,"MSMARCO":39.92,"NFCorpus":36.65,"NQ":58.11,"QuoraRetrieval":88.02,"SCIDOCS":18.24,"SciFact":73.43,"Touche2020":22.82,"TRECCOVID":57.56}
{"index":55,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":50.81,"ArguAna":56.71,"ClimateFEVER":23.84,"CQADupstackRetrieval":40.86,"DBPedia":36.77,"FEVER":84.13,"FiQA2018":46.02,"HotpotQA":67.84,"MSMARCO":34.22,"NFCorpus":33.82,"NQ":47.71,"QuoraRetrieval":89.68,"SCIDOCS":20.24,"SciFact":73.06,"Touche2020":28.91,"TRECCOVID":78.37}
{"index":250,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average":50.81,"ArguAna":45.44,"ClimateFEVER":39.63,"CQADupstackRetrieval":37.61,"DBPedia":39.42,"FEVER":84.4,"FiQA2018":35.0,"HotpotQA":67.78,"MSMARCO":41.38,"NFCorpus":32.54,"NQ":57.1,"QuoraRetrieval":87.65,"SCIDOCS":16.76,"SciFact":68.24,"Touche2020":28.49,"TRECCOVID":80.65}
{"index":306,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tanmaylaud\/ret-phi2-v0\">ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":50.78,"ArguAna":48.27,"ClimateFEVER":29.61,"CQADupstackRetrieval":35.76,"DBPedia":40.51,"FEVER":80.14,"FiQA2018":41.08,"HotpotQA":63.19,"MSMARCO":42.72,"NFCorpus":37.82,"NQ":56.39,"QuoraRetrieval":88.1,"SCIDOCS":17.48,"SciFact":71.63,"Touche2020":25.66,"TRECCOVID":83.4}
{"index":192,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.56,"ArguAna":46.42,"ClimateFEVER":22.21,"CQADupstackRetrieval":37.89,"DBPedia":44.02,"FEVER":82.83,"FiQA2018":41.14,"HotpotQA":73.13,"MSMARCO":43.46,"NFCorpus":37.13,"NQ":63.44,"QuoraRetrieval":86.84,"SCIDOCS":20.51,"SciFact":72.24,"Touche2020":20.67,"TRECCOVID":66.54}
{"index":145,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-small-Embedding-v0\">GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":50.43,"ArguAna":59.12,"ClimateFEVER":31.83,"CQADupstackRetrieval":39.89,"DBPedia":39.76,"FEVER":86.92,"FiQA2018":39.15,"HotpotQA":65.2,"MSMARCO":39.73,"NFCorpus":34.69,"NQ":48.69,"QuoraRetrieval":88.43,"SCIDOCS":21.89,"SciFact":70.86,"Touche2020":21.19,"TRECCOVID":69.14}
{"index":190,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
{"index":169,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
{"index":98,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-msmarco-specb-bitfit\">SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":50.25,"ArguAna":51.38,"ClimateFEVER":30.46,"CQADupstackRetrieval":39.4,"DBPedia":39.87,"FEVER":78.24,"FiQA2018":37.2,"HotpotQA":59.26,"MSMARCO":39.91,"NFCorpus":36.21,"NQ":52.41,"QuoraRetrieval":84.58,"SCIDOCS":19.87,"SciFact":74.7,"Touche2020":25.43,"TRECCOVID":84.88}
{"index":38,"Rank":100,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":50.15,"ArguAna":53.37,"ClimateFEVER":24.8,"CQADupstackRetrieval":38.09,"DBPedia":38.05,"FEVER":85.52,"FiQA2018":36.16,"HotpotQA":66.88,"MSMARCO":40.49,"NFCorpus":32.12,"NQ":55.51,"QuoraRetrieval":87.85,"SCIDOCS":17.1,"SciFact":67.95,"Touche2020":29.48,"TRECCOVID":78.93}
{"index":126,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-xs\">snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":50.15,"ArguAna":52.08,"ClimateFEVER":29.88,"CQADupstackRetrieval":40.12,"DBPedia":40.2,"FEVER":83.4,"FiQA2018":34.52,"HotpotQA":65.25,"MSMARCO":39.43,"NFCorpus":30.89,"NQ":54.76,"QuoraRetrieval":86.57,"SCIDOCS":18.36,"SciFact":64.51,"Touche2020":32.79,"TRECCOVID":79.43}
{"index":188,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-base-en-v2\">stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":50.1,"ArguAna":60.63,"ClimateFEVER":29.0,"CQADupstackRetrieval":41.14,"DBPedia":39.64,"FEVER":79.13,"FiQA2018":38.62,"HotpotQA":68.22,"MSMARCO":40.95,"NFCorpus":37.51,"NQ":50.2,"QuoraRetrieval":88.72,"SCIDOCS":18.58,"SciFact":72.51,"Touche2020":21.9,"TRECCOVID":64.79}
{"index":349,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/www.elastic.co\/guide\/en\/machine-learning\/current\/ml-nlp-elser.html\">elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average":50.02,"ArguAna":55.98,"ClimateFEVER":27.08,"CQADupstackRetrieval":34.27,"DBPedia":42.7,"FEVER":78.55,"FiQA2018":41.57,"HotpotQA":67.01,"MSMARCO":38.9,"NFCorpus":36.66,"NQ":55.84,"QuoraRetrieval":84.69,"SCIDOCS":16.24,"SciFact":71.8,"Touche2020":26.27,"TRECCOVID":72.72}
{"index":191,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":49.99,"ArguAna":49.35,"ClimateFEVER":22.4,"CQADupstackRetrieval":39.44,"DBPedia":42.39,"FEVER":65.03,"FiQA2018":38.56,"HotpotQA":63.33,"MSMARCO":44.05,"NFCorpus":36.07,"NQ":62.86,"QuoraRetrieval":88.18,"SCIDOCS":20.12,"SciFact":72.58,"Touche2020":27.21,"TRECCOVID":78.32}
{"index":313,"Rank":105,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-small\">gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":49.46,"ArguAna":55.44,"ClimateFEVER":26.54,"CQADupstackRetrieval":39.98,"DBPedia":39.1,"FEVER":81.55,"FiQA2018":39.35,"HotpotQA":63.79,"MSMARCO":40.31,"NFCorpus":34.77,"NQ":50.29,"QuoraRetrieval":88.02,"SCIDOCS":21.38,"SciFact":72.7,"Touche2020":22.22,"TRECCOVID":66.53}
{"index":205,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-7b1\">udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":49.34,"ArguAna":52.21,"ClimateFEVER":26.79,"CQADupstackRetrieval":39.29,"DBPedia":37.62,"FEVER":73.98,"FiQA2018":36.7,"HotpotQA":56.66,"MSMARCO":42.02,"NFCorpus":36.02,"NQ":53.31,"QuoraRetrieval":88.28,"SCIDOCS":18.94,"SciFact":69.29,"Touche2020":25.19,"TRECCOVID":83.82}
{"index":184,"Rank":107,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.26,"ArguAna":55.65,"ClimateFEVER":26.54,"CQADupstackRetrieval":43.09,"DBPedia":40.24,"FEVER":70.03,"FiQA2018":46.96,"HotpotQA":55.88,"MSMARCO":41.61,"NFCorpus":36.0,"NQ":57.24,"QuoraRetrieval":88.85,"SCIDOCS":17.36,"SciFact":64.56,"Touche2020":23.44,"TRECCOVID":71.4}
{"index":345,"Rank":108,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":49.25,"ArguAna":57.44,"ClimateFEVER":21.64,"CQADupstackRetrieval":41.69,"DBPedia":39.39,"FEVER":74.99,"FiQA2018":44.41,"HotpotQA":60.9,"MSMARCO":40.91,"NFCorpus":36.97,"NQ":51.58,"QuoraRetrieval":87.6,"SCIDOCS":18.36,"SciFact":72.75,"Touche2020":21.61,"TRECCOVID":68.47}
{"index":195,"Rank":109,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small-v2\">e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":49.04,"ArguAna":41.67,"ClimateFEVER":22.87,"CQADupstackRetrieval":37.07,"DBPedia":41.32,"FEVER":81.64,"FiQA2018":37.43,"HotpotQA":66.61,"MSMARCO":41.46,"NFCorpus":32.45,"NQ":59.11,"QuoraRetrieval":85.71,"SCIDOCS":17.77,"SciFact":68.85,"Touche2020":27.12,"TRECCOVID":74.53}
{"index":31,"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BookingCare\/multilingual-e5-base-similarity-v1-onnx-quantized\">multilingual-e5-base-similarity-v1-onnx-quantized<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":48.88,"ArguAna":44.23,"ClimateFEVER":23.86,"CQADupstackRetrieval":38.52,"DBPedia":40.36,"FEVER":79.44,"FiQA2018":38.17,"HotpotQA":68.56,"MSMARCO":42.27,"NFCorpus":32.46,"NQ":60.02,"QuoraRetrieval":87.65,"SCIDOCS":17.16,"SciFact":69.35,"Touche2020":21.35,"TRECCOVID":69.76}
{"index":196,"Rank":111,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":48.87,"ArguAna":44.21,"ClimateFEVER":23.86,"CQADupstackRetrieval":38.52,"DBPedia":40.36,"FEVER":79.44,"FiQA2018":38.15,"HotpotQA":68.56,"MSMARCO":42.27,"NFCorpus":32.49,"NQ":60.02,"QuoraRetrieval":87.65,"SCIDOCS":17.17,"SciFact":69.39,"Touche2020":21.5,"TRECCOVID":69.5}
{"index":189,"Rank":112,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.75,"ArguAna":51.41,"ClimateFEVER":15.38,"CQADupstackRetrieval":38.92,"DBPedia":41.02,"FEVER":58.24,"FiQA2018":36.37,"HotpotQA":62.21,"MSMARCO":43.14,"NFCorpus":36.59,"NQ":59.97,"QuoraRetrieval":87.92,"SCIDOCS":18.99,"SciFact":73.08,"Touche2020":28.31,"TRECCOVID":79.64}
{"index":290,"Rank":113,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xxl\">gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.48,"ArguAna":53.77,"ClimateFEVER":27.21,"CQADupstackRetrieval":38.56,"DBPedia":41.28,"FEVER":74.08,"FiQA2018":46.78,"HotpotQA":59.67,"MSMARCO":44.05,"NFCorpus":34.18,"NQ":57.24,"QuoraRetrieval":89.09,"SCIDOCS":15.88,"SciFact":66.77,"Touche2020":26.76,"TRECCOVID":51.9}
{"index":149,"Rank":114,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":48.22,"ArguAna":47.28,"ClimateFEVER":29.39,"CQADupstackRetrieval":39.62,"DBPedia":39.03,"FEVER":73.97,"FiQA2018":35.84,"HotpotQA":57.26,"MSMARCO":41.12,"NFCorpus":35.78,"NQ":53.15,"QuoraRetrieval":74.71,"SCIDOCS":18.62,"SciFact":72.11,"Touche2020":23.98,"TRECCOVID":81.37}
{"index":248,"Rank":115,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1-unsupervised\">nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":48.0,"ArguAna":54.81,"ClimateFEVER":24.71,"CQADupstackRetrieval":41.4,"DBPedia":40.2,"FEVER":74.39,"FiQA2018":39.86,"HotpotQA":63.7,"MSMARCO":34.99,"NFCorpus":35.68,"NQ":48.55,"QuoraRetrieval":88.19,"SCIDOCS":20.17,"SciFact":71.98,"Touche2020":19.17,"TRECCOVID":62.2}
{"index":289,"Rank":116,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.96,"ArguAna":52.81,"ClimateFEVER":27.01,"CQADupstackRetrieval":37.35,"DBPedia":39.74,"FEVER":72.18,"FiQA2018":44.19,"HotpotQA":58.91,"MSMARCO":43.52,"NFCorpus":33.34,"NQ":56.16,"QuoraRetrieval":88.91,"SCIDOCS":15.71,"SciFact":64.2,"Touche2020":25.26,"TRECCOVID":60.09}
{"index":141,"Rank":117,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":47.87,"ArguAna":44.18,"ClimateFEVER":23.53,"CQADupstackRetrieval":39.34,"DBPedia":35.05,"FEVER":72.33,"FiQA2018":41.58,"HotpotQA":61.38,"MSMARCO":40.92,"NFCorpus":32.45,"NQ":60.44,"QuoraRetrieval":88.2,"SCIDOCS":19.86,"SciFact":66.68,"Touche2020":26.24,"TRECCOVID":65.91}
{"index":211,"Rank":118,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":47.87,"ArguAna":44.18,"ClimateFEVER":23.53,"CQADupstackRetrieval":39.34,"DBPedia":35.05,"FEVER":72.33,"FiQA2018":41.58,"HotpotQA":61.38,"MSMARCO":40.92,"NFCorpus":32.45,"NQ":60.44,"QuoraRetrieval":88.2,"SCIDOCS":19.86,"SciFact":66.68,"Touche2020":26.24,"TRECCOVID":65.91}
{"index":249,"Rank":119,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average":47.75,"ArguAna":43.4,"ClimateFEVER":36.52,"CQADupstackRetrieval":34.67,"DBPedia":36.22,"FEVER":80.48,"FiQA2018":32.08,"HotpotQA":60.09,"MSMARCO":39.99,"NFCorpus":30.72,"NQ":53.62,"QuoraRetrieval":87.07,"SCIDOCS":15.56,"SciFact":64.28,"Touche2020":26.99,"TRECCOVID":74.58}
{"index":203,"Rank":120,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-3b\">udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":47.67,"ArguAna":48.33,"ClimateFEVER":23.36,"CQADupstackRetrieval":37.82,"DBPedia":34.54,"FEVER":71.96,"FiQA2018":35.12,"HotpotQA":55.12,"MSMARCO":40.25,"NFCorpus":33.66,"NQ":50.62,"QuoraRetrieval":88.01,"SCIDOCS":18.5,"SciFact":69.43,"Touche2020":25.17,"TRECCOVID":83.21}
{"index":183,"Rank":121,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.57,"ArguAna":57.05,"ClimateFEVER":27.74,"CQADupstackRetrieval":43.82,"DBPedia":36.68,"FEVER":72.69,"FiQA2018":45.45,"HotpotQA":55.18,"MSMARCO":39.65,"NFCorpus":34.09,"NQ":50.1,"QuoraRetrieval":88.44,"SCIDOCS":18.55,"SciFact":64.43,"Touche2020":21.56,"TRECCOVID":58.06}
{"index":288,"Rank":122,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.42,"ArguAna":52.09,"ClimateFEVER":26.9,"CQADupstackRetrieval":36.62,"DBPedia":39.55,"FEVER":72.66,"FiQA2018":42.79,"HotpotQA":57.85,"MSMARCO":42.73,"NFCorpus":32.63,"NQ":55.09,"QuoraRetrieval":88.47,"SCIDOCS":15.51,"SciFact":63.42,"Touche2020":28.29,"TRECCOVID":56.68}
{"index":215,"Rank":123,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":46.64,"ArguAna":39.06,"ClimateFEVER":22.55,"CQADupstackRetrieval":36.07,"DBPedia":37.76,"FEVER":75.27,"FiQA2018":33.31,"HotpotQA":65.09,"MSMARCO":40.99,"NFCorpus":31.01,"NQ":56.29,"QuoraRetrieval":86.93,"SCIDOCS":13.89,"SciFact":67.7,"Touche2020":21.16,"TRECCOVID":72.57}
{"index":199,"Rank":124,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":46.63,"ArguAna":39.09,"ClimateFEVER":22.55,"CQADupstackRetrieval":36.07,"DBPedia":37.76,"FEVER":75.27,"FiQA2018":33.13,"HotpotQA":65.09,"MSMARCO":40.99,"NFCorpus":31.0,"NQ":56.29,"QuoraRetrieval":86.93,"SCIDOCS":13.9,"SciFact":67.7,"Touche2020":21.16,"TRECCOVID":72.57}
{"index":97,"Rank":125,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-2.7B-weightedmean-msmarco-specb-bitfit\">SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":46.54,"ArguAna":50.49,"ClimateFEVER":27.11,"CQADupstackRetrieval":36.53,"DBPedia":34.7,"FEVER":72.73,"FiQA2018":33.29,"HotpotQA":52.84,"MSMARCO":38.83,"NFCorpus":33.89,"NQ":46.7,"QuoraRetrieval":85.6,"SCIDOCS":16.57,"SciFact":70.17,"Touche2020":23.44,"TRECCOVID":75.17}
{"index":194,"Rank":126,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":46.01,"ArguAna":46.69,"ClimateFEVER":15.81,"CQADupstackRetrieval":36.08,"DBPedia":38.64,"FEVER":53.52,"FiQA2018":34.8,"HotpotQA":56.34,"MSMARCO":42.33,"NFCorpus":33.93,"NQ":58.73,"QuoraRetrieval":87.71,"SCIDOCS":16.42,"SciFact":65.6,"Touche2020":26.81,"TRECCOVID":76.78}
{"index":202,"Rank":127,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":45.27,"ArguAna":46.67,"ClimateFEVER":25.56,"CQADupstackRetrieval":34.3,"DBPedia":32.61,"FEVER":67.22,"FiQA2018":31.29,"HotpotQA":51.67,"MSMARCO":38.27,"NFCorpus":30.7,"NQ":46.16,"QuoraRetrieval":87.01,"SCIDOCS":17.23,"SciFact":65.42,"Touche2020":24.92,"TRECCOVID":80.03}
{"index":213,"Rank":128,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-small-en\">jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average":45.14,"ArguAna":46.73,"ClimateFEVER":24.05,"CQADupstackRetrieval":38.03,"DBPedia":32.65,"FEVER":68.02,"FiQA2018":33.43,"HotpotQA":56.48,"MSMARCO":37.28,"NFCorpus":30.4,"NQ":51.59,"QuoraRetrieval":87.19,"SCIDOCS":18.61,"SciFact":63.89,"Touche2020":23.52,"TRECCOVID":65.18}
{"index":143,"Rank":129,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-all-MiniLM-L6-v2\">GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":45.12,"ArguAna":51.25,"ClimateFEVER":25.16,"CQADupstackRetrieval":41.77,"DBPedia":34.83,"FEVER":73.17,"FiQA2018":37.85,"HotpotQA":52.59,"MSMARCO":36.54,"NFCorpus":31.34,"NQ":46.1,"QuoraRetrieval":88.07,"SCIDOCS":21.44,"SciFact":64.4,"Touche2020":20.79,"TRECCOVID":51.47}
{"index":182,"Rank":130,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-base\">instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":45.12,"ArguAna":52.03,"ClimateFEVER":27.95,"CQADupstackRetrieval":40.95,"DBPedia":33.34,"FEVER":71.85,"FiQA2018":39.18,"HotpotQA":54.19,"MSMARCO":37.76,"NFCorpus":31.59,"NQ":45.88,"QuoraRetrieval":88.19,"SCIDOCS":17.09,"SciFact":57.83,"Touche2020":20.37,"TRECCOVID":58.55}
{"index":220,"Rank":131,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/XLM-3B5-embedding\">XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":44.99,"ArguAna":39.21,"ClimateFEVER":25.02,"CQADupstackRetrieval":38.91,"DBPedia":38.79,"FEVER":78.0,"FiQA2018":45.02,"HotpotQA":57.14,"MSMARCO":36.51,"NFCorpus":31.57,"NQ":52.83,"QuoraRetrieval":87.79,"SCIDOCS":15.62,"SciFact":69.32,"Touche2020":13.87,"TRECCOVID":45.22}
{"index":129,"Rank":132,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TaylorAI\/gte-tiny\">gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.92,"ArguAna":53.64,"ClimateFEVER":24.71,"CQADupstackRetrieval":37.8,"DBPedia":35.97,"FEVER":70.11,"FiQA2018":31.42,"HotpotQA":55.7,"MSMARCO":34.51,"NFCorpus":32.04,"NQ":43.03,"QuoraRetrieval":87.04,"SCIDOCS":19.07,"SciFact":67.51,"Touche2020":22.08,"TRECCOVID":59.21}
{"index":208,"Rank":133,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-l-en-v1\">jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":44.81,"ArguAna":46.48,"ClimateFEVER":21.21,"CQADupstackRetrieval":37.96,"DBPedia":34.13,"FEVER":71.9,"FiQA2018":37.27,"HotpotQA":54.95,"MSMARCO":40.34,"NFCorpus":32.24,"NQ":51.4,"QuoraRetrieval":88.09,"SCIDOCS":18.45,"SciFact":59.76,"Touche2020":20.73,"TRECCOVID":57.25}
{"index":287,"Rank":134,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-base\">gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.67,"ArguAna":50.83,"ClimateFEVER":24.88,"CQADupstackRetrieval":34.55,"DBPedia":35.24,"FEVER":68.93,"FiQA2018":35.15,"HotpotQA":54.93,"MSMARCO":41.16,"NFCorpus":30.22,"NQ":50.47,"QuoraRetrieval":87.98,"SCIDOCS":14.0,"SciFact":59.74,"Touche2020":25.89,"TRECCOVID":56.05}
{"index":94,"Rank":135,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-1.3B-weightedmean-msmarco-specb-bitfit\">SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":44.49,"ArguAna":49.68,"ClimateFEVER":26.6,"CQADupstackRetrieval":33.33,"DBPedia":31.51,"FEVER":68.12,"FiQA2018":29.99,"HotpotQA":49.93,"MSMARCO":36.05,"NFCorpus":32.08,"NQ":42.94,"QuoraRetrieval":85.28,"SCIDOCS":16.18,"SciFact":68.29,"Touche2020":24.45,"TRECCOVID":72.98}
{"index":207,"Rank":136,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-b-en-v1\">jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.03,"ArguAna":49.01,"ClimateFEVER":21.48,"CQADupstackRetrieval":37.48,"DBPedia":32.44,"FEVER":73.29,"FiQA2018":34.06,"HotpotQA":52.78,"MSMARCO":37.77,"NFCorpus":30.38,"NQ":47.88,"QuoraRetrieval":87.63,"SCIDOCS":17.63,"SciFact":59.39,"Touche2020":18.59,"TRECCOVID":60.57}
{"index":84,"Rank":137,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Ivysaur\">Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":43.97,"ArguAna":55.78,"ClimateFEVER":21.23,"CQADupstackRetrieval":38.2,"DBPedia":33.88,"FEVER":63.97,"FiQA2018":30.71,"HotpotQA":54.21,"MSMARCO":33.61,"NFCorpus":32.04,"NQ":42.47,"QuoraRetrieval":86.03,"SCIDOCS":18.64,"SciFact":67.31,"Touche2020":21.12,"TRECCOVID":60.32}
{"index":282,"Rank":138,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":43.81,"ArguAna":46.52,"ClimateFEVER":21.97,"CQADupstackRetrieval":44.96,"DBPedia":32.09,"FEVER":50.86,"FiQA2018":49.96,"HotpotQA":39.29,"MSMARCO":39.75,"NFCorpus":33.29,"NQ":50.45,"QuoraRetrieval":87.46,"SCIDOCS":23.76,"SciFact":65.57,"Touche2020":19.93,"TRECCOVID":51.33}
{"index":219,"Rank":139,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/XLM-0B6-embedding\">XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":43.39,"ArguAna":40.77,"ClimateFEVER":21.84,"CQADupstackRetrieval":33.15,"DBPedia":37.47,"FEVER":61.77,"FiQA2018":39.21,"HotpotQA":55.84,"MSMARCO":35.36,"NFCorpus":31.57,"NQ":47.73,"QuoraRetrieval":87.96,"SCIDOCS":19.48,"SciFact":68.35,"Touche2020":15.22,"TRECCOVID":55.07}
{"index":267,"Rank":140,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":43.04,"ArguAna":46.74,"ClimateFEVER":25.4,"CQADupstackRetrieval":32.3,"DBPedia":33.88,"FEVER":75.18,"FiQA2018":29.99,"HotpotQA":54.35,"MSMARCO":30.13,"NFCorpus":35.66,"NQ":43.61,"QuoraRetrieval":80.1,"SCIDOCS":18.82,"SciFact":64.37,"Touche2020":19.27,"TRECCOVID":55.76}
{"index":238,"Rank":141,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-xsmall-v1\">mxbai-embed-xsmall-v1<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":4096,"Average":42.8,"ArguAna":49.58,"ClimateFEVER":22.42,"CQADupstackRetrieval":41.59,"DBPedia":32.19,"FEVER":56.45,"FiQA2018":37.1,"HotpotQA":48.37,"MSMARCO":36.76,"NFCorpus":32.05,"NQ":44.44,"QuoraRetrieval":87.7,"SCIDOCS":21.5,"SciFact":65.81,"Touche2020":17.09,"TRECCOVID":48.9}
{"index":280,"Rank":142,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":42.69,"ArguAna":47.13,"ClimateFEVER":21.57,"CQADupstackRetrieval":42.53,"DBPedia":33.35,"FEVER":55.9,"FiQA2018":37.27,"HotpotQA":44.59,"MSMARCO":39.03,"NFCorpus":32.25,"NQ":46.47,"QuoraRetrieval":87.75,"SCIDOCS":21.82,"SciFact":62.64,"Touche2020":17.22,"TRECCOVID":50.82}
{"index":128,"Rank":143,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TaylorAI\/bge-micro-v2\">bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":42.56,"ArguAna":55.31,"ClimateFEVER":25.35,"CQADupstackRetrieval":35.07,"DBPedia":32.25,"FEVER":74.99,"FiQA2018":25.59,"HotpotQA":53.91,"MSMARCO":31.01,"NFCorpus":31.86,"NQ":34.94,"QuoraRetrieval":85.72,"SCIDOCS":17.69,"SciFact":66.27,"Touche2020":18.1,"TRECCOVID":50.38}
{"index":298,"Rank":144,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.24,"ArguAna":39.85,"ClimateFEVER":14.63,"CQADupstackRetrieval":44.65,"DBPedia":39.19,"FEVER":51.2,"FiQA2018":46.68,"HotpotQA":42.14,"MSMARCO":27.67,"NFCorpus":35.08,"NQ":52.87,"QuoraRetrieval":85.96,"SCIDOCS":17.17,"SciFact":55.38,"Touche2020":21.65,"TRECCOVID":59.48}
{"index":281,"Rank":145,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":41.95,"ArguAna":50.17,"ClimateFEVER":20.27,"CQADupstackRetrieval":41.32,"DBPedia":32.33,"FEVER":51.93,"FiQA2018":36.87,"HotpotQA":46.51,"MSMARCO":36.54,"NFCorpus":31.59,"NQ":43.87,"QuoraRetrieval":87.56,"SCIDOCS":21.64,"SciFact":64.51,"Touche2020":16.9,"TRECCOVID":47.23}
{"index":254,"Rank":146,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nthakur\/contriever-base-msmarco\">contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.88,"ArguAna":48.32,"ClimateFEVER":24.79,"CQADupstackRetrieval":33.67,"DBPedia":38.1,"FEVER":59.29,"FiQA2018":27.42,"HotpotQA":56.81,"MSMARCO":36.77,"NFCorpus":31.32,"NQ":41.83,"QuoraRetrieval":86.72,"SCIDOCS":17.12,"SciFact":65.51,"Touche2020":15.79,"TRECCOVID":44.77}
{"index":218,"Rank":147,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/MegatronBert-1B3-embedding\">MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":41.41,"ArguAna":32.93,"ClimateFEVER":25.94,"CQADupstackRetrieval":33.12,"DBPedia":35.47,"FEVER":56.41,"FiQA2018":37.75,"HotpotQA":54.66,"MSMARCO":38.29,"NFCorpus":30.16,"NQ":47.61,"QuoraRetrieval":87.85,"SCIDOCS":10.59,"SciFact":66.23,"Touche2020":13.31,"TRECCOVID":50.81}
{"index":204,"Rank":148,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":41.19,"ArguAna":44.55,"ClimateFEVER":21.02,"CQADupstackRetrieval":31.43,"DBPedia":28.22,"FEVER":61.1,"FiQA2018":24.49,"HotpotQA":46.05,"MSMARCO":34.18,"NFCorpus":27.34,"NQ":40.05,"QuoraRetrieval":86.04,"SCIDOCS":15.31,"SciFact":61.74,"Touche2020":23.35,"TRECCOVID":72.99}
{"index":165,"Rank":149,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/djovak\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":41.17,"ArguAna":49.11,"ClimateFEVER":23.29,"CQADupstackRetrieval":39.04,"DBPedia":32.04,"FEVER":52.63,"FiQA2018":36.35,"HotpotQA":45.66,"MSMARCO":36.83,"NFCorpus":29.67,"NQ":44.48,"QuoraRetrieval":87.21,"SCIDOCS":15.78,"SciFact":54.03,"Touche2020":15.61,"TRECCOVID":55.85}
{"index":252,"Rank":150,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average":40.92,"ArguAna":37.16,"ClimateFEVER":31.48,"CQADupstackRetrieval":28.72,"DBPedia":28.19,"FEVER":70.24,"FiQA2018":25.78,"HotpotQA":43.07,"MSMARCO":35.95,"NFCorpus":26.03,"NQ":45.54,"QuoraRetrieval":85.83,"SCIDOCS":12.09,"SciFact":52.71,"Touche2020":23.13,"TRECCOVID":67.83}
{"index":127,"Rank":151,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TaylorAI\/bge-micro\">bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":40.82,"ArguAna":51.51,"ClimateFEVER":24.77,"CQADupstackRetrieval":33.64,"DBPedia":31.06,"FEVER":69.64,"FiQA2018":24.37,"HotpotQA":49.73,"MSMARCO":27.85,"NFCorpus":30.04,"NQ":30.73,"QuoraRetrieval":85.29,"SCIDOCS":17.26,"SciFact":65.41,"Touche2020":18.34,"TRECCOVID":52.62}
{"index":12,"Rank":152,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/xhluca\/bm25s\">bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":39.84,"ArguAna":49.28,"ClimateFEVER":13.62,"CQADupstackRetrieval":31.86,"DBPedia":29.91,"FEVER":48.09,"FiQA2018":25.14,"HotpotQA":56.91,"MSMARCO":21.89,"NFCorpus":32.08,"NQ":28.5,"QuoraRetrieval":80.42,"SCIDOCS":15.78,"SciFact":68.7,"Touche2020":33.05,"TRECCOVID":62.31}
{"index":78,"Rank":153,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-unsup-simcse\">LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":39.19,"ArguAna":51.73,"ClimateFEVER":23.58,"CQADupstackRetrieval":32.4,"DBPedia":26.78,"FEVER":53.42,"FiQA2018":28.56,"HotpotQA":52.37,"MSMARCO":17.47,"NFCorpus":26.28,"NQ":37.65,"QuoraRetrieval":84.64,"SCIDOCS":10.39,"SciFact":66.36,"Touche2020":12.82,"TRECCOVID":63.34}
{"index":209,"Rank":154,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-s-en-v1\">jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average":38.91,"ArguAna":43.57,"ClimateFEVER":17.25,"CQADupstackRetrieval":33.74,"DBPedia":28.28,"FEVER":69.12,"FiQA2018":25.19,"HotpotQA":47.48,"MSMARCO":31.8,"NFCorpus":25.96,"NQ":38.89,"QuoraRetrieval":85.69,"SCIDOCS":15.29,"SciFact":52.4,"Touche2020":16.67,"TRECCOVID":52.3}
{"index":161,"Rank":155,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepfile\/embedder-100p\">embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":38.79,"ArguAna":52.03,"ClimateFEVER":21.82,"CQADupstackRetrieval":34.46,"DBPedia":26.51,"FEVER":56.32,"FiQA2018":30.59,"HotpotQA":42.09,"MSMARCO":27.68,"NFCorpus":26.43,"NQ":37.93,"QuoraRetrieval":85.56,"SCIDOCS":16.6,"SciFact":59.95,"Touche2020":18.85,"TRECCOVID":45.1}
{"index":297,"Rank":156,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":38.47,"ArguAna":39.4,"ClimateFEVER":10.61,"CQADupstackRetrieval":40.78,"DBPedia":33.65,"FEVER":36.12,"FiQA2018":44.71,"HotpotQA":37.17,"MSMARCO":25.17,"NFCorpus":33.18,"NQ":46.29,"QuoraRetrieval":85.85,"SCIDOCS":15.97,"SciFact":50.91,"Touche2020":22.51,"TRECCOVID":54.77}
{"index":80,"Rank":157,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse\">LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":38.05,"ArguAna":51.0,"ClimateFEVER":22.97,"CQADupstackRetrieval":33.37,"DBPedia":25.48,"FEVER":45.11,"FiQA2018":27.24,"HotpotQA":54.54,"MSMARCO":19.13,"NFCorpus":27.16,"NQ":34.16,"QuoraRetrieval":84.4,"SCIDOCS":15.35,"SciFact":68.68,"Touche2020":6.54,"TRECCOVID":55.67}
{"index":268,"Rank":158,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":38.04,"ArguAna":28.54,"ClimateFEVER":17.04,"CQADupstackRetrieval":40.81,"DBPedia":26.91,"FEVER":39.54,"FiQA2018":40.11,"HotpotQA":27.36,"MSMARCO":33.72,"NFCorpus":29.75,"NQ":43.91,"QuoraRetrieval":85.56,"SCIDOCS":21.38,"SciFact":60.97,"Touche2020":18.8,"TRECCOVID":56.27}
{"index":83,"Rank":159,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Bulbasaur\">Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.94,"ArguAna":44.8,"ClimateFEVER":17.69,"CQADupstackRetrieval":38.2,"DBPedia":32.97,"FEVER":45.91,"FiQA2018":21.29,"HotpotQA":51.52,"MSMARCO":29.49,"NFCorpus":26.78,"NQ":32.6,"QuoraRetrieval":85.3,"SCIDOCS":15.31,"SciFact":63.23,"Touche2020":16.3,"TRECCOVID":47.77}
{"index":95,"Rank":160,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":37.04,"ArguAna":45.42,"ClimateFEVER":21.86,"CQADupstackRetrieval":27.25,"DBPedia":22.72,"FEVER":60.45,"FiQA2018":21.12,"HotpotQA":40.88,"MSMARCO":27.98,"NFCorpus":22.79,"NQ":29.73,"QuoraRetrieval":72.98,"SCIDOCS":12.21,"SciFact":56.9,"Touche2020":22.97,"TRECCOVID":70.3}
{"index":57,"Rank":161,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Hum-Works\/lodestone-base-4096-v1\">lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average":36.99,"ArguAna":49.82,"ClimateFEVER":23.22,"CQADupstackRetrieval":31.75,"DBPedia":27.77,"FEVER":59.39,"FiQA2018":25.33,"HotpotQA":41.66,"MSMARCO":24.56,"NFCorpus":24.76,"NQ":32.94,"QuoraRetrieval":84.78,"SCIDOCS":15.26,"SciFact":56.03,"Touche2020":19.0,"TRECCOVID":38.58}
{"index":76,"Rank":162,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-unsup-simcse\">LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":36.75,"ArguAna":47.09,"ClimateFEVER":20.67,"CQADupstackRetrieval":30.78,"DBPedia":25.81,"FEVER":43.48,"FiQA2018":24.62,"HotpotQA":48.46,"MSMARCO":18.81,"NFCorpus":26.81,"NQ":33.21,"QuoraRetrieval":86.15,"SCIDOCS":10.0,"SciFact":64.48,"Touche2020":10.18,"TRECCOVID":60.67}
{"index":296,"Rank":163,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.71,"ArguAna":39.27,"ClimateFEVER":11.36,"CQADupstackRetrieval":38.96,"DBPedia":31.55,"FEVER":36.21,"FiQA2018":43.55,"HotpotQA":33.95,"MSMARCO":23.96,"NFCorpus":31.1,"NQ":42.02,"QuoraRetrieval":85.73,"SCIDOCS":15.38,"SciFact":49.91,"Touche2020":21.63,"TRECCOVID":46.11}
{"index":140,"Rank":164,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/andersonbcdefg\/bge-small-4096\">bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average":36.08,"ArguAna":52.45,"ClimateFEVER":19.0,"CQADupstackRetrieval":30.71,"DBPedia":25.27,"FEVER":50.13,"FiQA2018":22.14,"HotpotQA":41.33,"MSMARCO":22.15,"NFCorpus":29.05,"NQ":23.45,"QuoraRetrieval":83.63,"SCIDOCS":14.95,"SciFact":61.96,"Touche2020":17.47,"TRECCOVID":47.52}
{"index":294,"Rank":165,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":35.34,"ArguAna":48.91,"ClimateFEVER":15.27,"CQADupstackRetrieval":31.32,"DBPedia":26.22,"FEVER":56.76,"FiQA2018":22.96,"HotpotQA":37.03,"MSMARCO":26.6,"NFCorpus":25.49,"NQ":33.6,"QuoraRetrieval":86.4,"SCIDOCS":13.97,"SciFact":50.3,"Touche2020":17.4,"TRECCOVID":37.87}
{"index":266,"Rank":166,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":34.91,"ArguAna":43.87,"ClimateFEVER":9.14,"CQADupstackRetrieval":37.95,"DBPedia":21.46,"FEVER":31.52,"FiQA2018":36.51,"HotpotQA":26.53,"MSMARCO":32.39,"NFCorpus":22.95,"NQ":45.72,"QuoraRetrieval":80.47,"SCIDOCS":19.44,"SciFact":54.76,"Touche2020":13.84,"TRECCOVID":47.09}
{"index":295,"Rank":167,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.63,"ArguAna":44.85,"ClimateFEVER":10.37,"CQADupstackRetrieval":35.23,"DBPedia":27.77,"FEVER":26.17,"FiQA2018":34.83,"HotpotQA":33.2,"MSMARCO":20.7,"NFCorpus":28.65,"NQ":36.32,"QuoraRetrieval":85.49,"SCIDOCS":14.15,"SciFact":45.76,"Touche2020":20.3,"TRECCOVID":40.7}
{"index":291,"Rank":168,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/msmarco-bert-co-condensor\">msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":32.96,"ArguAna":45.15,"ClimateFEVER":16.96,"CQADupstackRetrieval":27.72,"DBPedia":27.86,"FEVER":45.68,"FiQA2018":15.62,"HotpotQA":35.61,"MSMARCO":29.57,"NFCorpus":22.29,"NQ":29.85,"QuoraRetrieval":86.51,"SCIDOCS":10.13,"SciFact":52.31,"Touche2020":8.57,"TRECCOVID":40.54}
{"index":293,"Rank":169,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":32.45,"ArguAna":44.88,"ClimateFEVER":18.49,"CQADupstackRetrieval":30.7,"DBPedia":22.63,"FEVER":52.66,"FiQA2018":20.33,"HotpotQA":30.01,"MSMARCO":23.72,"NFCorpus":23.45,"NQ":29.8,"QuoraRetrieval":86.55,"SCIDOCS":0.03,"SciFact":48.37,"Touche2020":16.06,"TRECCOVID":39.12}
{"index":99,"Rank":170,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-nli-bitfit\">SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":32.34,"ArguAna":35.07,"ClimateFEVER":17.57,"CQADupstackRetrieval":29.98,"DBPedia":26.1,"FEVER":38.64,"FiQA2018":18.59,"HotpotQA":33.99,"MSMARCO":15.83,"NFCorpus":28.26,"NQ":24.63,"QuoraRetrieval":84.68,"SCIDOCS":13.55,"SciFact":46.66,"Touche2020":16.18,"TRECCOVID":55.35}
{"index":235,"Rank":171,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-8M\">potion-base-8M<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":31.71,"ArguAna":41.97,"ClimateFEVER":17.29,"CQADupstackRetrieval":22.3,"DBPedia":24.23,"FEVER":30.27,"FiQA2018":16.62,"HotpotQA":36.22,"MSMARCO":34.98,"NFCorpus":24.27,"NQ":19.54,"QuoraRetrieval":80.6,"SCIDOCS":12.39,"SciFact":50.64,"Touche2020":18.62,"TRECCOVID":45.75}
{"index":87,"Rank":172,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Wartortle\">Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":29.33,"ArguAna":35.87,"ClimateFEVER":13.11,"CQADupstackRetrieval":21.69,"DBPedia":29.33,"FEVER":35.58,"FiQA2018":8.1,"HotpotQA":47.03,"MSMARCO":19.8,"NFCorpus":18.75,"NQ":23.25,"QuoraRetrieval":82.3,"SCIDOCS":11.12,"SciFact":50.24,"Touche2020":8.0,"TRECCOVID":35.74}
{"index":230,"Rank":173,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove\">M2V_base_glove<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":29.26,"ArguAna":33.77,"ClimateFEVER":16.17,"CQADupstackRetrieval":18.4,"DBPedia":23.31,"FEVER":27.4,"FiQA2018":11.82,"HotpotQA":33.6,"MSMARCO":32.27,"NFCorpus":23.15,"NQ":19.24,"QuoraRetrieval":77.86,"SCIDOCS":11.14,"SciFact":44.63,"Touche2020":15.79,"TRECCOVID":50.29}
{"index":234,"Rank":174,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-4M\">potion-base-4M<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":128,"Max Tokens":1000000,"Average":29.11,"ArguAna":39.45,"ClimateFEVER":14.77,"CQADupstackRetrieval":20.07,"DBPedia":22.33,"FEVER":26.82,"FiQA2018":14.18,"HotpotQA":31.9,"MSMARCO":32.82,"NFCorpus":22.61,"NQ":17.16,"QuoraRetrieval":78.94,"SCIDOCS":10.98,"SciFact":46.04,"Touche2020":15.37,"TRECCOVID":43.24}
{"index":231,"Rank":175,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove_subword\">M2V_base_glove_subword<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":27.16,"ArguAna":29.6,"ClimateFEVER":14.02,"CQADupstackRetrieval":19.21,"DBPedia":19.9,"FEVER":25.01,"FiQA2018":11.17,"HotpotQA":30.84,"MSMARCO":28.03,"NFCorpus":23.32,"NQ":17.68,"QuoraRetrieval":74.32,"SCIDOCS":9.92,"SciFact":50.66,"Touche2020":13.75,"TRECCOVID":39.98}
{"index":85,"Rank":176,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Squirtle\">Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":26.17,"ArguAna":31.14,"ClimateFEVER":10.02,"CQADupstackRetrieval":18.63,"DBPedia":25.66,"FEVER":29.18,"FiQA2018":6.42,"HotpotQA":39.88,"MSMARCO":16.53,"NFCorpus":15.64,"NQ":19.99,"QuoraRetrieval":79.94,"SCIDOCS":9.93,"SciFact":42.42,"Touche2020":7.75,"TRECCOVID":39.48}
{"index":232,"Rank":177,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_output\">M2V_base_output<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":26.14,"ArguAna":29.18,"ClimateFEVER":12.68,"CQADupstackRetrieval":19.09,"DBPedia":18.71,"FEVER":22.02,"FiQA2018":10.49,"HotpotQA":28.3,"MSMARCO":27.71,"NFCorpus":19.48,"NQ":16.99,"QuoraRetrieval":74.39,"SCIDOCS":9.67,"SciFact":44.02,"Touche2020":12.42,"TRECCOVID":47.02}
{"index":82,"Rank":178,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-unsup-simcse\">LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":25.93,"ArguAna":43.64,"ClimateFEVER":18.95,"CQADupstackRetrieval":18.5,"DBPedia":13.21,"FEVER":16.96,"FiQA2018":16.99,"HotpotQA":22.64,"MSMARCO":7.03,"NFCorpus":15.73,"NQ":17.96,"QuoraRetrieval":78.23,"SCIDOCS":5.53,"SciFact":38.31,"Touche2020":19.17,"TRECCOVID":56.04}
{"index":86,"Rank":179,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Venusaur\">Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.51,"ArguAna":34.8,"ClimateFEVER":8.35,"CQADupstackRetrieval":19.16,"DBPedia":21.32,"FEVER":26.08,"FiQA2018":11.71,"HotpotQA":38.38,"MSMARCO":16.96,"NFCorpus":14.02,"NQ":20.74,"QuoraRetrieval":74.94,"SCIDOCS":9.39,"SciFact":46.0,"Touche2020":10.51,"TRECCOVID":30.27}
{"index":233,"Rank":180,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-2M\">potion-base-2M<\/a>","Model Size (Million Parameters)":2,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":64,"Max Tokens":1000000,"Average":24.13,"ArguAna":32.62,"ClimateFEVER":8.67,"CQADupstackRetrieval":16.29,"DBPedia":18.32,"FEVER":18.76,"FiQA2018":10.22,"HotpotQA":21.61,"MSMARCO":29.47,"NFCorpus":18.96,"NQ":13.05,"QuoraRetrieval":75.89,"SCIDOCS":8.16,"SciFact":36.55,"Touche2020":12.87,"TRECCOVID":40.48}
{"index":264,"Rank":181,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":21.82,"ArguAna":38.33,"ClimateFEVER":11.98,"CQADupstackRetrieval":14.5,"DBPedia":19.73,"FEVER":20.41,"FiQA2018":10.41,"HotpotQA":22.9,"MSMARCO":11.0,"NFCorpus":12.42,"NQ":16.08,"QuoraRetrieval":79.62,"SCIDOCS":7.53,"SciFact":29.59,"Touche2020":9.9,"TRECCOVID":22.93}
{"index":284,"Rank":182,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_glove.6B.300d\">average_word_embeddings_glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":21.62,"ArguAna":36.3,"ClimateFEVER":14.44,"CQADupstackRetrieval":15.47,"DBPedia":18.28,"FEVER":14.99,"FiQA2018":10.09,"HotpotQA":19.18,"MSMARCO":9.6,"NFCorpus":13.87,"NQ":12.87,"QuoraRetrieval":71.32,"SCIDOCS":8.04,"SciFact":29.58,"Touche2020":13.99,"TRECCOVID":36.22}
{"index":285,"Rank":183,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":21.22,"ArguAna":30.96,"ClimateFEVER":14.87,"CQADupstackRetrieval":16.79,"DBPedia":15.88,"FEVER":15.56,"FiQA2018":10.49,"HotpotQA":20.77,"MSMARCO":9.75,"NFCorpus":11.79,"NQ":12.75,"QuoraRetrieval":71.57,"SCIDOCS":8.47,"SciFact":29.53,"Touche2020":13.17,"TRECCOVID":35.92}
{"index":96,"Rank":184,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":20.9,"ArguAna":31.04,"ClimateFEVER":11.01,"CQADupstackRetrieval":20.29,"DBPedia":10.87,"FEVER":18.4,"FiQA2018":8.94,"HotpotQA":17.73,"MSMARCO":6.27,"NFCorpus":11.8,"NQ":7.63,"QuoraRetrieval":78.96,"SCIDOCS":7.13,"SciFact":31.79,"Touche2020":12.27,"TRECCOVID":39.31}
{"index":265,"Rank":185,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":20.29,"ArguAna":38.34,"ClimateFEVER":11.8,"CQADupstackRetrieval":13.22,"DBPedia":15.04,"FEVER":21.06,"FiQA2018":9.84,"HotpotQA":19.75,"MSMARCO":9.35,"NFCorpus":9.88,"NQ":11.69,"QuoraRetrieval":78.03,"SCIDOCS":5.5,"SciFact":25.72,"Touche2020":8.9,"TRECCOVID":26.2}
{"index":279,"Rank":186,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":18.99,"ArguAna":34.18,"ClimateFEVER":3.83,"CQADupstackRetrieval":18.75,"DBPedia":15.57,"FEVER":12.18,"FiQA2018":7.0,"HotpotQA":18.75,"MSMARCO":7.6,"NFCorpus":16.54,"NQ":8.42,"QuoraRetrieval":77.03,"SCIDOCS":5.63,"SciFact":38.2,"Touche2020":4.88,"TRECCOVID":16.34}
{"index":341,"Rank":187,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":18.36,"ArguAna":39.65,"ClimateFEVER":2.83,"CQADupstackRetrieval":10.17,"DBPedia":3.48,"FEVER":4.45,"FiQA2018":7.54,"HotpotQA":12.6,"MSMARCO":10.53,"NFCorpus":20.59,"NQ":2.02,"QuoraRetrieval":82.18,"SCIDOCS":6.28,"SciFact":45.46,"Touche2020":3.1,"TRECCOVID":24.56}
{"index":283,"Rank":188,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":15.88,"ArguAna":32.67,"ClimateFEVER":6.86,"CQADupstackRetrieval":14.6,"DBPedia":4.14,"FEVER":5.45,"FiQA2018":5.64,"HotpotQA":5.46,"MSMARCO":5.59,"NFCorpus":0.85,"NQ":5.99,"QuoraRetrieval":64.65,"SCIDOCS":0.0,"SciFact":47.88,"Touche2020":8.46,"TRECCOVID":29.91}
{"index":171,"Rank":189,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":13.47,"ArguAna":18.3,"ClimateFEVER":1.79,"CQADupstackRetrieval":8.87,"DBPedia":3.92,"FEVER":1.59,"FiQA2018":3.0,"HotpotQA":12.96,"MSMARCO":3.0,"NFCorpus":5.59,"NQ":0.89,"QuoraRetrieval":78.62,"SCIDOCS":1.79,"SciFact":35.29,"Touche2020":1.68,"TRECCOVID":24.82}
{"index":179,"Rank":190,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-uncased\">bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":10.59,"ArguAna":28.29,"ClimateFEVER":5.41,"CQADupstackRetrieval":5.51,"DBPedia":4.13,"FEVER":3.3,"FiQA2018":2.19,"HotpotQA":8.26,"MSMARCO":1.91,"NFCorpus":4.3,"NQ":2.62,"QuoraRetrieval":61.03,"SCIDOCS":2.82,"SciFact":13.34,"Touche2020":0.97,"TRECCOVID":14.74}
{"index":11,"Rank":191,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":7.94,"ArguAna":12.86,"ClimateFEVER":0.36,"CQADupstackRetrieval":4.12,"DBPedia":1.53,"FEVER":0.77,"FiQA2018":1.73,"HotpotQA":5.5,"MSMARCO":1.09,"NFCorpus":2.44,"NQ":0.64,"QuoraRetrieval":71.14,"SCIDOCS":0.78,"SciFact":4.04,"Touche2020":1.06,"TRECCOVID":10.97}
{"index":2,"Rank":192,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/embeddings.html\">titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average":"","ArguAna":48.83,"ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":40.38,"HotpotQA":"","MSMARCO":35.19,"NFCorpus":"","NQ":51.08,"QuoraRetrieval":"","SCIDOCS":"","SciFact":73.5,"Touche2020":"","TRECCOVID":54.74}
{"index":3,"Rank":193,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":4,"Rank":194,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":5,"Rank":195,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":7,"Rank":196,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":10,"Rank":197,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":13,"Rank":198,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-croissant-mntp\">llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":21,"Rank":200,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AndreasX\/jina-embeddings-v2-base-es-Q2_K-GGUF\">jina-embeddings-v2-base-es-Q2_K-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":50.13,"ClimateFEVER":27.13,"CQADupstackRetrieval":"","DBPedia":32.63,"FEVER":78.43,"FiQA2018":37.01,"HotpotQA":59.48,"MSMARCO":"","NFCorpus":30.3,"NQ":50.7,"QuoraRetrieval":88.14,"SCIDOCS":17.36,"SciFact":62.67,"Touche2020":19.82,"TRECCOVID":67.37}
{"index":22,"Rank":201,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AndreasX\/jina-embeddings-v2-base-es-Q4_K_M-GGUF\">jina-embeddings-v2-base-es-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":50.13,"ClimateFEVER":27.13,"CQADupstackRetrieval":"","DBPedia":32.63,"FEVER":78.43,"FiQA2018":37.01,"HotpotQA":59.48,"MSMARCO":"","NFCorpus":30.3,"NQ":50.7,"QuoraRetrieval":88.14,"SCIDOCS":17.36,"SciFact":62.67,"Touche2020":19.82,"TRECCOVID":67.37}
{"index":26,"Rank":202,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":30,"Rank":203,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BenevolenceMessiah\/nomic-embed-text-v1.5-Q8_0-GGUF\">nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":"","DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
{"index":32,"Rank":204,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BreakShoot\/GritLM-7B-Q4_K_M-GGUF\">GritLM-7B-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":63.24,"ClimateFEVER":30.91,"CQADupstackRetrieval":"","DBPedia":46.6,"FEVER":82.74,"FiQA2018":59.95,"HotpotQA":79.4,"MSMARCO":41.96,"NFCorpus":40.89,"NQ":70.3,"QuoraRetrieval":89.47,"SCIDOCS":24.41,"SciFact":79.17,"Touche2020":27.93,"TRECCOVID":74.8}
{"index":40,"Rank":208,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":41,"Rank":209,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":42,"Rank":210,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":43,"Rank":211,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Emm9625\/jina-embeddings-v2-small-en-Q8_0-GGUF\">jina-embeddings-v2-small-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":46.73,"ClimateFEVER":24.05,"CQADupstackRetrieval":"","DBPedia":32.65,"FEVER":68.02,"FiQA2018":33.43,"HotpotQA":56.48,"MSMARCO":37.28,"NFCorpus":30.4,"NQ":51.59,"QuoraRetrieval":87.19,"SCIDOCS":18.61,"SciFact":63.89,"Touche2020":23.52,"TRECCOVID":65.18}
{"index":44,"Rank":212,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/FacebookAI\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":45,"Rank":213,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/FacebookAI\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":47,"Rank":215,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Gameselo\/STS-multilingual-mpnet-base-v2\">STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":48,"Rank":216,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":49,"Rank":217,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":50,"Rank":218,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":64,"Rank":225,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jaume\/gemma-2b-embeddings\">gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":65,"Rank":226,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/e5-large-v2-GGUF\">e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":46.42,"ClimateFEVER":22.21,"CQADupstackRetrieval":"","DBPedia":44.02,"FEVER":82.83,"FiQA2018":41.14,"HotpotQA":73.13,"MSMARCO":43.46,"NFCorpus":37.13,"NQ":63.44,"QuoraRetrieval":86.84,"SCIDOCS":20.51,"SciFact":72.24,"Touche2020":20.67,"TRECCOVID":66.54}
{"index":67,"Rank":227,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-document-embedding\">bilingual-document-embedding<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":68,"Rank":228,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":51.87,"ClimateFEVER":17.0,"CQADupstackRetrieval":"","DBPedia":35.08,"FEVER":61.54,"FiQA2018":29.97,"HotpotQA":64.15,"MSMARCO":37.7,"NFCorpus":32.59,"NQ":51.92,"QuoraRetrieval":87.56,"SCIDOCS":16.93,"SciFact":68.47,"Touche2020":16.07,"TRECCOVID":49.44}
{"index":69,"Rank":229,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":55.89,"ClimateFEVER":24.97,"CQADupstackRetrieval":"","DBPedia":30.91,"FEVER":71.86,"FiQA2018":38.26,"HotpotQA":62.04,"MSMARCO":32.11,"NFCorpus":33.38,"NQ":48.92,"QuoraRetrieval":87.58,"SCIDOCS":18.83,"SciFact":68.55,"Touche2020":16.76,"TRECCOVID":52.92}
{"index":70,"Rank":230,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":53.59,"ClimateFEVER":21.71,"CQADupstackRetrieval":"","DBPedia":32.01,"FEVER":66.46,"FiQA2018":24.47,"HotpotQA":57.96,"MSMARCO":30.05,"NFCorpus":28.94,"NQ":41.32,"QuoraRetrieval":86.24,"SCIDOCS":16.2,"SciFact":63.97,"Touche2020":14.47,"TRECCOVID":46.79}
{"index":72,"Rank":231,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/MAY-A\/jina-embeddings-v2-base-de-Q5_K_M-GGUF\">jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":49.33,"ClimateFEVER":21.8,"CQADupstackRetrieval":"","DBPedia":31.47,"FEVER":67.89,"FiQA2018":32.3,"HotpotQA":55.39,"MSMARCO":"","NFCorpus":28.61,"NQ":48.9,"QuoraRetrieval":87.93,"SCIDOCS":16.29,"SciFact":60.68,"Touche2020":21.03,"TRECCOVID":65.12}
{"index":88,"Rank":233,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro\">gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":89,"Rank":234,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v2\">gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":90,"Rank":235,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v3\">gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":91,"Rank":236,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v4\">gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":92,"Rank":237,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/test24\">test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":44.35,"ClimateFEVER":17.77,"CQADupstackRetrieval":25.56,"DBPedia":21.94,"FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":93,"Rank":238,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/test25\">test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":35.0,"ClimateFEVER":"","CQADupstackRetrieval":22.96,"DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":100,"Rank":239,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Omartificial-Intelligence-Space\/Arabert-all-nli-triplet-Matryoshka\">Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":101,"Rank":240,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Omartificial-Intelligence-Space\/Arabic-MiniLM-L12-v2-all-nli-triplet\">Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":102,"Rank":241,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Omartificial-Intelligence-Space\/Arabic-all-nli-triplet-Matryoshka\">Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":103,"Rank":242,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Omartificial-Intelligence-Space\/Arabic-labse-Matryoshka\">Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":104,"Rank":243,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Omartificial-Intelligence-Space\/Arabic-mpnet-base-all-nli-triplet\">Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":105,"Rank":244,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Omartificial-Intelligence-Space\/Marbert-all-nli-triplet-Matryoshka\">Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":106,"Rank":245,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":107,"Rank":246,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/KartonBERT-USE-base-v1\">KartonBERT-USE-base-v1<\/a>","Model Size (Million Parameters)":104,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":108,"Rank":247,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":112,"Rank":248,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/RinaChen\/nomic-embed-text-v1.5-Q4_K_M-GGUF\">nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":"","DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
{"index":116,"Rank":250,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Santyyy\/ember-v1-Q8_0-GGUF\">ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":64.56,"ClimateFEVER":27.29,"CQADupstackRetrieval":"","DBPedia":41.79,"FEVER":83.69,"FiQA2018":44.3,"HotpotQA":74.33,"MSMARCO":42.03,"NFCorpus":36.91,"NQ":51.77,"QuoraRetrieval":89.09,"SCIDOCS":19.58,"SciFact":73.42,"Touche2020":23.54,"TRECCOVID":64.14}
{"index":131,"Rank":253,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":132,"Rank":254,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/YorkieOH10\/nomic-embed-text-v1.5-Q8_0-GGUF\">nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":"","DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
{"index":133,"Rank":255,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/aari1995\/German_Semantic_STS_V2\">German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":135,"Rank":256,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":136,"Rank":257,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":137,"Rank":258,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":147,"Rank":259,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/aws-neuron\/bge-base-en-v1-5-seqlen-384-bs-1\">bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":"","DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
{"index":150,"Rank":260,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/biswa921\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":53.96,"ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":41.3,"HotpotQA":"","MSMARCO":"","NFCorpus":31.41,"NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":64.37,"Touche2020":"","TRECCOVID":""}
{"index":151,"Rank":261,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":50.17,"ClimateFEVER":20.27,"CQADupstackRetrieval":41.32,"DBPedia":32.33,"FEVER":45.51,"FiQA2018":36.61,"HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":152,"Rank":262,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/jina-embeddings-v2-base-de-Q8_0-GGUF\">jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":49.33,"ClimateFEVER":21.8,"CQADupstackRetrieval":"","DBPedia":31.47,"FEVER":67.89,"FiQA2018":32.3,"HotpotQA":55.39,"MSMARCO":"","NFCorpus":28.61,"NQ":48.9,"QuoraRetrieval":87.93,"SCIDOCS":16.29,"SciFact":60.68,"Touche2020":21.03,"TRECCOVID":65.12}
{"index":153,"Rank":263,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":154,"Rank":264,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":155,"Rank":265,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":156,"Rank":266,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/consciousAI\/cai-lunaris-text-embeddings\">cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna":37.27,"ClimateFEVER":8.69,"CQADupstackRetrieval":18.81,"DBPedia":14.77,"FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":157,"Rank":267,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/consciousAI\/cai-stellaris-text-embeddings\">cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":47.29,"ClimateFEVER":13.48,"CQADupstackRetrieval":31.03,"DBPedia":22.45,"FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":158,"Rank":268,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/french-document-embedding\">french-document-embedding<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":159,"Rank":269,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":160,"Rank":270,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":162,"Rank":271,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":163,"Rank":272,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":164,"Rank":273,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":166,"Rank":274,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dumyy\/sft-bge-small\">sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":170,"Rank":275,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/elliotsayes\/mxbai-embed-large-v1-Q4_K_M-GGUF\">mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":"","DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
{"index":172,"Rank":276,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":173,"Rank":277,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":174,"Rank":278,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":176,"Rank":279,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ggml-org\/jina-embeddings-v2-base-en-Q8_0-GGUF\">jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":44.18,"ClimateFEVER":23.53,"CQADupstackRetrieval":"","DBPedia":35.05,"FEVER":72.33,"FiQA2018":41.58,"HotpotQA":61.38,"MSMARCO":40.92,"NFCorpus":32.45,"NQ":60.44,"QuoraRetrieval":88.2,"SCIDOCS":19.86,"SciFact":66.68,"Touche2020":26.24,"TRECCOVID":65.91}
{"index":177,"Rank":280,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":178,"Rank":281,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":186,"Rank":282,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hxstar\/bge-large-en-v1.5-Q8_0-GGUF\">bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":"","DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
{"index":200,"Rank":283,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/herbert-base-retrieval-v2\">herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":201,"Rank":284,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":210,"Rank":285,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-de\">jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","ArguAna":49.33,"ClimateFEVER":21.8,"CQADupstackRetrieval":36.22,"DBPedia":31.47,"FEVER":67.89,"FiQA2018":32.3,"HotpotQA":55.39,"MSMARCO":"","NFCorpus":28.61,"NQ":48.9,"QuoraRetrieval":87.93,"SCIDOCS":16.29,"SciFact":60.68,"Touche2020":21.03,"TRECCOVID":65.12}
{"index":212,"Rank":286,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-es\">jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","ArguAna":50.13,"ClimateFEVER":27.13,"CQADupstackRetrieval":38.78,"DBPedia":32.63,"FEVER":78.43,"FiQA2018":37.01,"HotpotQA":59.48,"MSMARCO":"","NFCorpus":30.3,"NQ":50.7,"QuoraRetrieval":88.14,"SCIDOCS":17.36,"SciFact":62.67,"Touche2020":19.82,"TRECCOVID":67.37}
{"index":223,"Rank":287,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":224,"Rank":288,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":225,"Rank":289,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":226,"Rank":290,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":227,"Rank":291,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":228,"Rank":292,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":239,"Rank":294,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mukaj\/fin-mpnet-base\">fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":49.11,"ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":79.91,"HotpotQA":"","MSMARCO":"","NFCorpus":29.64,"NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":65.4,"Touche2020":"","TRECCOVID":""}
{"index":244,"Rank":299,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-small-en-v1.5-quant\">bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":57.77,"ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":245,"Rank":300,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-small-en-v1.5-sparse\">bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":49.13,"ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":258,"Rank":301,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/omarelshehy\/arabic-english-sts-matryoshka\">arabic-english-sts-matryoshka<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":259,"Rank":302,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/omarelshehy\/arabic-english-sts-matryoshka-v2.0\">arabic-english-sts-matryoshka-v2.0<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":262,"Rank":303,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/piaopiao0095\/jina-embeddings-v2-base-es-Q5_K_M-GGUF\">jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":50.13,"ClimateFEVER":27.13,"CQADupstackRetrieval":"","DBPedia":32.63,"FEVER":78.43,"FiQA2018":37.01,"HotpotQA":59.48,"MSMARCO":"","NFCorpus":30.3,"NQ":50.7,"QuoraRetrieval":88.14,"SCIDOCS":17.36,"SciFact":62.67,"Touche2020":19.82,"TRECCOVID":67.37}
{"index":270,"Rank":304,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sabafallah\/bge-large-en-v1.5-Q4_K_M-GGUF\">bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":"","DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
{"index":271,"Rank":305,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sabafallah\/bge-large-en-v1.5-Q8_0-GGUF\">bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":"","DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
{"index":272,"Rank":306,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-base\">mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":273,"Rank":307,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-large\">mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":274,"Rank":308,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-small\">mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":275,"Rank":309,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-base\">mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":276,"Rank":310,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-large\">mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":277,"Rank":311,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":278,"Rank":312,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":286,"Rank":313,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":292,"Rank":314,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":299,"Rank":315,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":300,"Rank":316,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","ArguAna":32.03,"ClimateFEVER":5.56,"CQADupstackRetrieval":17.02,"DBPedia":9.61,"FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":301,"Rank":317,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":83.07,"SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":302,"Rank":318,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/silma-ai\/silma-embeddding-matryoshka-v0.1\">silma-embeddding-matryoshka-v0.1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":303,"Rank":319,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/silma-ai\/silma-embeddding-sts-v0.1\">silma-embeddding-sts-v0.1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":304,"Rank":320,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/smcleod\/mxbai-embed-large-v1-Q8_0-GGUF\">mxbai-embed-large-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":"","DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
{"index":305,"Rank":321,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/stellarator\/mxbai-embed-large-v1-Q5_K_M-GGUF\">mxbai-embed-large-v1-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":"","DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
{"index":307,"Rank":322,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/technicolor\/Angle_BERT\">Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":38.88,"ClimateFEVER":9.94,"CQADupstackRetrieval":18.0,"DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":308,"Rank":323,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-7B-GGUF\">GritLM-7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":63.24,"ClimateFEVER":30.91,"CQADupstackRetrieval":"","DBPedia":46.6,"FEVER":82.74,"FiQA2018":59.95,"HotpotQA":79.4,"MSMARCO":41.96,"NFCorpus":40.89,"NQ":70.3,"QuoraRetrieval":89.47,"SCIDOCS":24.41,"SciFact":79.17,"Touche2020":27.93,"TRECCOVID":74.8}
{"index":309,"Rank":324,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":59.49,"ClimateFEVER":28.69,"CQADupstackRetrieval":"","DBPedia":46.54,"FEVER":85.02,"FiQA2018":49.89,"HotpotQA":73.83,"MSMARCO":35.55,"NFCorpus":39.05,"NQ":63.87,"QuoraRetrieval":87.7,"SCIDOCS":23.06,"SciFact":77.02,"Touche2020":27.97,"TRECCOVID":81.07}
{"index":314,"Rank":325,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thtang\/ALL_862873\">ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArguAna":5.35,"ClimateFEVER":0.59,"CQADupstackRetrieval":"","DBPedia":0.43,"FEVER":0.51,"FiQA2018":0.76,"HotpotQA":0.59,"MSMARCO":0.31,"NFCorpus":4.87,"NQ":0.33,"QuoraRetrieval":31.95,"SCIDOCS":1.02,"SciFact":2.91,"Touche2020":3.82,"TRECCOVID":7.5}
{"index":317,"Rank":326,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/llm_mse\">llm_mse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":68.73,"SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":318,"Rank":327,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twine-network\/mxbai-embed-xsmall-v1-Q8_0-GGUF\">mxbai-embed-xsmall-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":49.58,"ClimateFEVER":22.42,"CQADupstackRetrieval":"","DBPedia":32.19,"FEVER":56.45,"FiQA2018":37.1,"HotpotQA":48.37,"MSMARCO":36.76,"NFCorpus":32.05,"NQ":44.44,"QuoraRetrieval":87.7,"SCIDOCS":21.5,"SciFact":65.81,"Touche2020":17.09,"TRECCOVID":48.9}
{"index":321,"Rank":330,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":322,"Rank":331,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":324,"Rank":332,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed-kd\">b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna":54.83,"ClimateFEVER":31.95,"CQADupstackRetrieval":32.2,"DBPedia":41.81,"FEVER":62.94,"FiQA2018":29.36,"HotpotQA":63.85,"MSMARCO":"","NFCorpus":28.47,"NQ":42.04,"QuoraRetrieval":88.15,"SCIDOCS":17.3,"SciFact":65.72,"Touche2020":18.1,"TRECCOVID":53.89}
{"index":325,"Rank":333,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed-kd_3\">b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna":0.44,"ClimateFEVER":0.11,"CQADupstackRetrieval":"","DBPedia":0.28,"FEVER":0.25,"FiQA2018":0.16,"HotpotQA":0.3,"MSMARCO":0.2,"NFCorpus":0.23,"NQ":0.21,"QuoraRetrieval":0.84,"SCIDOCS":0.15,"SciFact":0.51,"Touche2020":0.12,"TRECCOVID":0.37}
{"index":326,"Rank":334,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":44.18,"ClimateFEVER":23.53,"CQADupstackRetrieval":"","DBPedia":35.05,"FEVER":72.33,"FiQA2018":41.58,"HotpotQA":61.38,"MSMARCO":40.92,"NFCorpus":32.45,"NQ":60.44,"QuoraRetrieval":88.2,"SCIDOCS":19.86,"SciFact":66.68,"Touche2020":26.24,"TRECCOVID":65.91}
{"index":327,"Rank":335,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/wangjinzzhong\/bge-small-en-v1.5-Q4_K_M-GGUF\">bge-small-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":59.55,"ClimateFEVER":31.84,"CQADupstackRetrieval":"","DBPedia":40.03,"FEVER":86.64,"FiQA2018":40.34,"HotpotQA":69.94,"MSMARCO":40.83,"NFCorpus":34.3,"NQ":50.18,"QuoraRetrieval":88.78,"SCIDOCS":20.52,"SciFact":71.28,"Touche2020":26.04,"TRECCOVID":75.9}
{"index":328,"Rank":336,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":329,"Rank":337,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yessilver\/new_model\">new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":46.87,"ClimateFEVER":19.68,"CQADupstackRetrieval":"","DBPedia":36.06,"FEVER":69.98,"FiQA2018":35.49,"HotpotQA":65.0,"MSMARCO":68.72,"NFCorpus":31.81,"NQ":52.15,"QuoraRetrieval":85.02,"SCIDOCS":17.36,"SciFact":67.97,"Touche2020":13.23,"TRECCOVID":52.61}
{"index":334,"Rank":341,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/zhou-xl\/bi-cse\">bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":335,"Rank":342,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/zyj2003lj\/nomic-embed-text-v1.5-Q4_K_M-GGUF\">nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":"","DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
{"index":336,"Rank":343,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","ArguAna":46.91,"ClimateFEVER":18.5,"CQADupstackRetrieval":"","DBPedia":36.2,"FEVER":72.1,"FiQA2018":38.41,"HotpotQA":59.39,"MSMARCO":37.94,"NFCorpus":33.17,"NQ":42.81,"QuoraRetrieval":70.57,"SCIDOCS":14.83,"SciFact":67.25,"Touche2020":28.68,"TRECCOVID":72.43}
{"index":337,"Rank":344,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":338,"Rank":345,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","ArguAna":49.2,"ClimateFEVER":19.9,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.0,"FiQA2018":42.2,"HotpotQA":63.1,"MSMARCO":"","NFCorpus":36.7,"NQ":"","QuoraRetrieval":69.7,"SCIDOCS":"","SciFact":70.4,"Touche2020":29.7,"TRECCOVID":58.5}
{"index":339,"Rank":346,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","ArguAna":46.98,"ClimateFEVER":19.4,"CQADupstackRetrieval":"","DBPedia":"","FEVER":75.6,"FiQA2018":45.21,"HotpotQA":64.8,"MSMARCO":"","NFCorpus":38.01,"NQ":"","QuoraRetrieval":67.7,"SCIDOCS":17.74,"SciFact":74.35,"Touche2020":30.9,"TRECCOVID":56.14}
{"index":340,"Rank":347,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","ArguAna":43.5,"ClimateFEVER":22.3,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.5,"FiQA2018":51.2,"HotpotQA":68.8,"MSMARCO":"","NFCorpus":40.7,"NQ":"","QuoraRetrieval":63.8,"SCIDOCS":"","SciFact":75.4,"Touche2020":29.1,"TRECCOVID":64.9}
{"index":342,"Rank":348,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":343,"Rank":349,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":5.14,"HotpotQA":"","MSMARCO":"","NFCorpus":19.96,"NQ":"","QuoraRetrieval":83.11,"SCIDOCS":"","SciFact":46.68,"Touche2020":"","TRECCOVID":7.61}
{"index":344,"Rank":350,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}