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model_meta:
  gte-Qwen1.5-7B-instruct:
    link: https://huggingface.co/Alibaba-NLP/gte-Qwen1.5-7B-instruct
    seq_len: 32768
    size: 7099
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  Baichuan-text-embedding:
    link: https://platform.baichuan-ai.com/docs/text-Embedding
    seq_len: 512
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  Cohere-embed-english-v3.0:
    link: https://huggingface.co/Cohere/Cohere-embed-english-v3.0
    seq_len: 512
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  Cohere-embed-multilingual-light-v3.0:
    link: https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0
    seq_len: 512
    size: null
    dim: 384
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  Cohere-embed-multilingual-v3.0:
    link: https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0
    seq_len: 512
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  DanskBERT:
    link: https://huggingface.co/vesteinn/DanskBERT
    seq_len: 514
    size: 125
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  FollowIR-7B:
    link: https://huggingface.co/jhu-clsp/FollowIR-7B
    seq_len: 4096
    size: 7240
    is_external: true
    is_propietary: false
    is_sentence_transformer_compatible: false
  GritLM-7B:
    link: https://huggingface.co/GritLM/GritLM-7B
    seq_len: 4096
    size: 7240
    is_external: true
    is_propietary: false
    is_sentence_transformer_compatible: false
  LASER2:
    link: https://github.com/facebookresearch/LASER
    seq_len: N/A
    size: 43
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Llama-2-supervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised
    seq_len: 4096
    size: 6607
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Llama-2-unsupervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Llama-2-7b-chat-hf-mntp-unsup-simcse
    seq_len: 4096
    size: 6607
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Meta-Llama-3-supervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised
    seq_len: 8192
    size: 7505
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Meta-Llama-3-unsupervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-unsup-simcse
    seq_len: 8192
    size: 7505
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Mistral-supervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised
    seq_len: 32768
    size: 7111
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Mistral-unsupervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse
    seq_len: 32768
    size: 7111
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Sheared-Llama-supervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Sheared-LLaMA-mntp-supervised
    seq_len: 4096
    size: 1280
    dim: 2048
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LLM2Vec-Sheared-Llama-unsupervised:
    link: https://huggingface.co/McGill-NLP/LLM2Vec-Sheared-LLaMA-mntp-unsup-simcse
    seq_len: 4096
    size: 1280
    dim: 2048
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  LaBSE:
    link: https://huggingface.co/sentence-transformers/LaBSE
    seq_len: 512
    size: 471
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  OpenSearch-text-hybrid:
    link: https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval
    seq_len: 512
    size: null
    dim: 1792
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  all-MiniLM-L12-v2:
    link: https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2
    seq_len: 512
    size: 33
    dim: 384
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  all-MiniLM-L6-v2:
    link: https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2
    seq_len: 512
    size: 23
    dim: 384
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  all-mpnet-base-v2:
    link: https://huggingface.co/sentence-transformers/all-mpnet-base-v2
    seq_len: 514
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  allenai-specter:
    link: https://huggingface.co/sentence-transformers/allenai-specter
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bert-base-10lang-cased:
    link: https://huggingface.co/Geotrend/bert-base-10lang-cased
    seq_len: 512
    size: 138
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bert-base-15lang-cased:
    link: https://huggingface.co/Geotrend/bert-base-15lang-cased
    seq_len: 512
    size: 138
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bert-base-25lang-cased:
    link: https://huggingface.co/Geotrend/bert-base-25lang-cased
    seq_len: 512
    size: 138
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bert-base-multilingual-cased:
    link: https://huggingface.co/google-bert/bert-base-multilingual-cased
    seq_len: 512
    size: 179
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bert-base-multilingual-uncased:
    link: https://huggingface.co/google-bert/bert-base-multilingual-uncased
    seq_len: 512
    size: 168
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bert-base-swedish-cased:
    link: https://huggingface.co/KB/bert-base-swedish-cased
    seq_len: 512
    size: 125
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bert-base-uncased:
    link: https://huggingface.co/bert-base-uncased
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bge-base-zh-v1.5:
    link: https://huggingface.co/BAAI/bge-base-zh-v1.5
    seq_len: 512
    size: 102
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bge-large-en-v1.5:
    link: https://huggingface.co/BAAI/bge-large-en-v1.5
    seq_len: 512
    size: null
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  bge-large-zh-noinstruct:
    link: https://huggingface.co/BAAI/bge-large-zh-noinstruct
    seq_len: 512
    size: 326
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bge-large-zh-v1.5:
    link: https://huggingface.co/BAAI/bge-large-zh-v1.5
    seq_len: 512
    size: 326
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bge-m3:
    link: https://huggingface.co/BAAI/bge-m3
    seq_len: 8192
    size: 2270
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false    
  bge-small-zh-v1.5:
    link: https://huggingface.co/BAAI/bge-small-zh-v1.5
    seq_len: 512
    size: 24
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  bm25: 
    link: https://en.wikipedia.org/wiki/Okapi_BM25
    size: 0
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  camembert-base:
    link: https://huggingface.co/almanach/camembert-base
    seq_len: 512
    size: 111
    dim: 512
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
  camembert-large:
    link: https://huggingface.co/almanach/camembert-large
    seq_len: 512
    size: 338
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
  contriever-base-msmarco:
    link: https://huggingface.co/nthakur/contriever-base-msmarco
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  cross-en-de-roberta-sentence-transformer:
    link: https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer
    seq_len: 514
    size: 278
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  dfm-encoder-large-v1:
    link: https://huggingface.co/chcaa/dfm-encoder-large-v1
    seq_len: 512
    size: 355
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  dfm-sentence-encoder-large-1:
    link: https://huggingface.co/chcaa/dfm-encoder-large-v1
    seq_len: 512
    size: 355
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  distilbert-base-25lang-cased:
    link: https://huggingface.co/Geotrend/distilbert-base-25lang-cased
    seq_len: 512
    size: 110
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
  distilbert-base-en-fr-cased:
    link: https://huggingface.co/Geotrend/distilbert-base-en-fr-cased
    seq_len: 512
    size: 110
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
  distilbert-base-en-fr-es-pt-it-cased:
    link: https://huggingface.co/Geotrend/distilbert-base-en-fr-es-pt-it-cased
    seq_len: 512
    size: 110
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
  distilbert-base-fr-cased:
    link: https://huggingface.co/Geotrend/distilbert-base-fr-cased
    seq_len: 512
    size: 110
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
  distilbert-base-uncased:
    link: https://huggingface.co/distilbert-base-uncased
    seq_len: 512
    size: 110
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
  distiluse-base-multilingual-cased-v2:
    link: https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2
    seq_len: 512
    size: 135
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  e5-base-4k:
    link: https://huggingface.co/dwzhu/e5-base-4k
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  e5-base-v2:
    link: https://huggingface.co/intfloat/e5-base-v2
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  e5-base:
    link: https://huggingface.co/intfloat/e5-base
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  e5-large-v2:
    link: https://huggingface.co/intfloat/e5-large-v2
    seq_len: 512
    size: 335
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  e5-large:
    link: https://huggingface.co/intfloat/e5-large
    seq_len: 512
    size: 335
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  e5-mistral-7b-instruct:
    link: https://huggingface.co/intfloat/e5-mistral-7b-instruct
    seq_len: 32768
    size: 7111
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  e5-small:
    link: https://huggingface.co/intfloat/e5-small
    seq_len: 512
    size: 33
    dim: 384
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  electra-small-nordic:
    link: https://huggingface.co/jonfd/electra-small-nordic
    seq_len: 512
    size: 23
    dim: 256
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  electra-small-swedish-cased-discriminator:
    link: https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator
    seq_len: 512
    size: 16
    dim: 256
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  elser-v2:
    link: https://www.elastic.co/guide/en/machine-learning/current/ml-nlp-elser.html
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false    
  flan-t5-base:
    link: https://huggingface.co/google/flan-t5-base
    seq_len: 512
    size: 220
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  flan-t5-large:
    link: https://huggingface.co/google/flan-t5-large
    seq_len: 512
    size: 770
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  flaubert_base_cased:
    link: https://huggingface.co/flaubert/flaubert_base_cased
    seq_len: 512
    size: 138
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  flaubert_base_uncased:
    link: https://huggingface.co/flaubert/flaubert_base_uncased
    seq_len: 512
    size: 138
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  flaubert_large_cased:
    link: https://huggingface.co/flaubert/flaubert_large_cased
    seq_len: 512
    size: 372
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gbert-base:
    link: https://huggingface.co/deepset/gbert-base
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gbert-large:
    link: https://huggingface.co/deepset/gbert-large
    seq_len: 512
    size: 337
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gelectra-base:
    link: https://huggingface.co/deepset/gelectra-base
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gelectra-large:
    link: https://huggingface.co/deepset/gelectra-large
    seq_len: 512
    size: 335
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  glove.6B.300d:
    link: https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d
    seq_len: N/A
    size: 120
    dim: 300
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  google-gecko-256.text-embedding-preview-0409:
    link: https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings#latest_models
    seq_len: 2048
    size: 1200
    dim: 256
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  google-gecko.text-embedding-preview-0409:
    link: https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings#latest_models
    seq_len: 2048
    size: 1200
    dim: 768
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  gottbert-base:
    link: https://huggingface.co/uklfr/gottbert-base
    seq_len: 512
    size: 127
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gtr-t5-base:
    link: https://huggingface.co/sentence-transformers/gtr-t5-base
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gtr-t5-large:
    link: https://huggingface.co/sentence-transformers/gtr-t5-large
    seq_len: 512
    size: 168
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gtr-t5-xl:
    link: https://huggingface.co/sentence-transformers/gtr-t5-xl
    seq_len: 512
    size: 1240
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  gtr-t5-xxl:
    link: https://huggingface.co/sentence-transformers/gtr-t5-xxl
    seq_len: 512
    size: 4865
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  herbert-base-retrieval-v2:
    link: https://huggingface.co/ipipan/herbert-base-retrieval-v2
    seq_len: 514
    size: 125
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  instructor-base:
    link: https://huggingface.co/hkunlp/instructor-base
    seq_len: N/A
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  instructor-xl:
    link: https://huggingface.co/hkunlp/instructor-xl
    seq_len: 512
    size: 1241
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  jina-embeddings-v2-base-en:
    link: https://huggingface.co/jinaai/jina-embeddings-v2-base-en
    seq_len: 8192
    size: 275
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true  
  komninos:
    link: https://huggingface.co/sentence-transformers/average_word_embeddings_komninos
    seq_len: N/A
    size: 134
    dim: 300
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  llama-2-7b-chat:
    link: https://huggingface.co/meta-llama/Llama-2-7b-chat-hf
    seq_len: 4096
    size: 7000
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  luotuo-bert-medium:
    link: https://huggingface.co/silk-road/luotuo-bert-medium
    seq_len: 512
    size: 328
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  m3e-base:
    link: https://huggingface.co/moka-ai/m3e-base
    seq_len: 512
    size: 102
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  m3e-large:
    link: https://huggingface.co/moka-ai/m3e-large
    seq_len: 512
    size: 102
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  mistral-7b-instruct-v0.2:
    link: https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2
    seq_len: 4096
    size: 7240
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  mistral-embed:
    link: https://docs.mistral.ai/guides/embeddings
    seq_len: null
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  monobert-large-msmarco:
    link: https://huggingface.co/castorini/monobert-large-msmarco
    seq_len: 512
    size: 770
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  monot5-3b-msmarco-10k:
    link: https://huggingface.co/castorini/monot5-3b-msmarco-10k
    seq_len: 512
    size: 2480
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  monot5-base-msmarco-10k:
    link: https://huggingface.co/castorini/monot5-base-msmarco-10k
    seq_len: 512
    size: 220
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  msmarco-bert-co-condensor:
    link: https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  multi-qa-MiniLM-L6-cos-v1:
    link: https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1
    seq_len: 512
    size: 23
    dim: 384
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  multilingual-e5-base:
    link: https://huggingface.co/intfloat/multilingual-e5-base
    seq_len: 514
    size: 278
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  multilingual-e5-large:
    link: https://huggingface.co/intfloat/multilingual-e5-large
    seq_len: 514
    size: 560
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  multilingual-e5-small:
    link: https://huggingface.co/intfloat/multilingual-e5-small
    seq_len: 512
    size: 118
    dim: 384
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  nb-bert-base:
    link: https://huggingface.co/NbAiLab/nb-bert-base
    seq_len: 512
    size: 179
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  nb-bert-large:
    link: https://huggingface.co/NbAiLab/nb-bert-large
    seq_len: 512
    size: 355
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  nomic-embed-text-v1:
    link: https://huggingface.co/nomic-ai/nomic-embed-text-v1
    seq_len: 8192
    size: 547
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  nomic-embed-text-v1.5-128:
    link: https://huggingface.co/nomic-ai/nomic-embed-text-v1.5
    seq_len: 8192
    size: 138
    dim: 128
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  nomic-embed-text-v1.5-256:
    link: https://huggingface.co/nomic-ai/nomic-embed-text-v1.5
    seq_len: 8192
    size: 138
    dim: 256
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  nomic-embed-text-v1.5-512:
    link: https://huggingface.co/nomic-ai/nomic-embed-text-v1.5
    seq_len: 8192
    size: 138
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  nomic-embed-text-v1.5-64:
    link: https://huggingface.co/nomic-ai/nomic-embed-text-v1.5
    seq_len: 8192
    size: 138
    dim: 64
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  norbert3-base:
    link: https://huggingface.co/ltg/norbert3-base
    seq_len: 512
    size: 131
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  norbert3-large:
    link: https://huggingface.co/ltg/norbert3-large
    seq_len: 512
    size: 368
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  paraphrase-multilingual-MiniLM-L12-v2:
    link: https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
    seq_len: 512
    size: 118
    dim: 384
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  paraphrase-multilingual-mpnet-base-v2:
    link: https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2
    seq_len: 514
    size: 278
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-bert-swedish-cased:
    link: https://huggingface.co/KBLab/sentence-bert-swedish-cased
    seq_len: 512
    size: 125
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-camembert-base:
    link: https://huggingface.co/dangvantuan/sentence-camembert-base
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-camembert-large:
    link: https://huggingface.co/dangvantuan/sentence-camembert-large
    seq_len: 512
    size: 337
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-croissant-llm-base:
    link: https://huggingface.co/Wissam42/sentence-croissant-llm-base
    seq_len: 2048
    size: 1280
    dim: 2048
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-t5-base:
    link: https://huggingface.co/sentence-transformers/sentence-t5-base
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-t5-large:
    link: https://huggingface.co/sentence-transformers/sentence-t5-large
    seq_len: 512
    size: 168
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-t5-xl:
    link: https://huggingface.co/sentence-transformers/sentence-t5-xl
    seq_len: 512
    size: 1240
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sentence-t5-xxl:
    link: https://huggingface.co/sentence-transformers/sentence-t5-xxl
    seq_len: 512
    size: 4865
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  silver-retriever-base-v1:
    link: https://huggingface.co/ipipan/silver-retriever-base-v1
    seq_len: 514
    size: 125
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  st-polish-paraphrase-from-distilroberta:
    link: https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta
    seq_len: 514
    size: 125
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  st-polish-paraphrase-from-mpnet:
    link: https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet
    seq_len: 514
    size: 125
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  sup-simcse-bert-base-uncased:
    link: https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  text-embedding-3-large:
    link: https://openai.com/blog/new-embedding-models-and-api-updates
    seq_len: 8191
    size: null
    dim: 3072
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-embedding-3-large-256:
    link: https://openai.com/blog/new-embedding-models-and-api-updates
    seq_len: 8191
    size: null
    dim: 256
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-embedding-3-small:
    link: https://openai.com/blog/new-embedding-models-and-api-updates
    seq_len: 8191
    size: null
    dim: 1536
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-embedding-ada-002:
    link: https://openai.com/blog/new-and-improved-embedding-model
    seq_len: 8191
    size: null
    dim: 1536
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-search-ada-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-search-ada-doc-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-search-ada-query-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 1024
    is_external: false
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-search-babbage-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 2048
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-search-curie-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 4096
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-search-davinci-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 12288
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-similarity-ada-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-similarity-babbage-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 2048
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-similarity-curie-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 4096
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  text-similarity-davinci-001:
    link: https://openai.com/blog/introducing-text-and-code-embeddings
    seq_len: 2046
    size: null
    dim: 12288
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  tart-dual-contriever-msmarco:
    link: https://huggingface.co/orionweller/tart-dual-contriever-msmarco
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  tart-full-flan-t5-xl:
    link: https://huggingface.co/facebook/tart-full-flan-t5-xl
    seq_len: 512
    size: 2480
    dim: -1
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  text2vec-base-chinese:
    link: https://huggingface.co/shibing624/text2vec-base-chinese
    seq_len: 512
    size: 102
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  text2vec-base-multilingual:
    link: null
    seq_len: null
    size: null
    dim: null
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  text2vec-large-chinese:
    link: https://huggingface.co/GanymedeNil/text2vec-large-chinese
    seq_len: 512
    size: 326
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  titan-embed-text-v1:
    link: https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html
    seq_len: 8000
    size: null
    dim: 1536
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  udever-bloom-1b1:
    link: https://huggingface.co/izhx/udever-bloom-1b1
    seq_len: 2048
    size: null
    dim: 1536
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  udever-bloom-560m:
    link: https://huggingface.co/izhx/udever-bloom-560m
    seq_len: 2048
    size: null
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  universal-sentence-encoder-multilingual-3:
    link: https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3
    seq_len: 512
    size: null
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  universal-sentence-encoder-multilingual-large-3:
    link: https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3
    seq_len: 512
    size: null
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  unsup-simcse-bert-base-uncased:
    link: https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  use-cmlm-multilingual:
    link: https://huggingface.co/sentence-transformers/use-cmlm-multilingual
    seq_len: 512
    size: 472
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  voyage-2:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 1024
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  voyage-code-2:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 16000
    size: null
    dim: 1536
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  voyage-large-2-instruct:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 16000
    size: null
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
  voyage-law-2:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 4000
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  voyage-lite-01-instruct:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 4000
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  voyage-lite-02-instruct:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 4000
    size: 1220
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
  xlm-roberta-base:
    link: https://huggingface.co/xlm-roberta-base
    seq_len: 514
    size: 279
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
  xlm-roberta-large:
    link: https://huggingface.co/xlm-roberta-large
    seq_len: 514
    size: 560
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
models_to_skip:
- michaelfeil/ct2fast-e5-large-v2
- McGill-NLP/LLM2Vec-Sheared-LLaMA-mntp-unsup-simcse
- newsrx/instructor-xl
- sionic-ai/sionic-ai-v1
- lsf1000/bge-evaluation
- Intel/bge-small-en-v1.5-sst2
- newsrx/instructor-xl-newsrx
- McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse
- McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-unsup-simcse
- davidpeer/gte-small
- goldenrooster/multilingual-e5-large
- kozistr/fused-large-en
- mixamrepijey/instructor-small
- McGill-NLP/LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised
- DecisionOptimizationSystem/DeepFeatEmbeddingLargeContext
- Intel/bge-base-en-v1.5-sst2-int8-dynamic
- morgendigital/multilingual-e5-large-quantized
- BAAI/bge-small-en
- ggrn/e5-small-v2
- vectoriseai/gte-small
- giulio98/placeholder
- odunola/UAE-Large-VI
- vectoriseai/e5-large-v2
- gruber/e5-small-v2-ggml
- Severian/nomic
- arcdev/e5-mistral-7b-instruct
- mlx-community/multilingual-e5-base-mlx
- michaelfeil/ct2fast-bge-base-en-v1.5
- Intel/bge-small-en-v1.5-sst2-int8-static
- jncraton/stella-base-en-v2-ct2-int8
- vectoriseai/multilingual-e5-large
- rlsChapters/Chapters-SFR-Embedding-Mistral
- arcdev/SFR-Embedding-Mistral
- McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised
- McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised
- vectoriseai/gte-base
- mixamrepijey/instructor-models
- GovCompete/e5-large-v2
- ef-zulla/e5-multi-sml-torch
- khoa-klaytn/bge-small-en-v1.5-angle
- krilecy/e5-mistral-7b-instruct
- vectoriseai/bge-base-en-v1.5
- vectoriseai/instructor-base
- jingyeom/korean_embedding_model
- rizki/bgr-tf
- barisaydin/bge-base-en
- jamesgpt1/zzz
- Malmuk1/e5-large-v2_Sharded
- vectoriseai/ember-v1
- Consensus/instructor-base
- barisaydin/bge-small-en
- barisaydin/gte-base
- woody72/multilingual-e5-base
- Einas/einas_ashkar
- michaelfeil/ct2fast-bge-large-en-v1.5
- vectoriseai/bge-small-en-v1.5
- iampanda/Test
- cherubhao/yogamodel
- ieasybooks/multilingual-e5-large-onnx
- jncraton/e5-small-v2-ct2-int8
- radames/e5-large
- khoa-klaytn/bge-base-en-v1.5-angle
- Intel/bge-base-en-v1.5-sst2-int8-static
- vectoriseai/e5-large
- TitanML/jina-v2-base-en-embed
- Koat/gte-tiny
- binqiangliu/EmbeddingModlebgelargeENv1.5
- beademiguelperez/sentence-transformers-multilingual-e5-small
- sionic-ai/sionic-ai-v2
- jamesdborin/jina-v2-base-en-embed
- maiyad/multilingual-e5-small
- dmlls/all-mpnet-base-v2
- odunola/e5-base-v2
- vectoriseai/bge-large-en-v1.5
- vectoriseai/bge-small-en
- karrar-alwaili/UAE-Large-V1
- t12e/instructor-base
- Frazic/udever-bloom-3b-sentence
- Geolumina/instructor-xl
- hsikchi/dump
- recipe/embeddings
- michaelfeil/ct2fast-bge-small-en-v1.5
- ildodeltaRule/multilingual-e5-large
- shubham-bgi/UAE-Large
- BAAI/bge-large-en
- michaelfeil/ct2fast-e5-small-v2
- cgldo/semanticClone
- barisaydin/gte-small
- aident-ai/bge-base-en-onnx
- jamesgpt1/english-large-v1
- michaelfeil/ct2fast-e5-small
- baseplate/instructor-large-1
- newsrx/instructor-large
- Narsil/bge-base-en
- michaelfeil/ct2fast-e5-large
- mlx-community/multilingual-e5-small-mlx
- lightbird-ai/nomic
- MaziyarPanahi/GritLM-8x7B-GGUF
- newsrx/instructor-large-newsrx
- dhairya0907/thenlper-get-large
- barisaydin/bge-large-en
- jncraton/bge-small-en-ct2-int8
- retrainai/instructor-xl
- BAAI/bge-base-en
- gentlebowl/instructor-large-safetensors
- d0rj/e5-large-en-ru
- atian-chapters/Chapters-SFR-Embedding-Mistral
- Intel/bge-base-en-v1.5-sts-int8-static
- Intel/bge-base-en-v1.5-sts-int8-dynamic
- jncraton/GIST-small-Embedding-v0-ct2-int8
- jncraton/gte-tiny-ct2-int8
- d0rj/e5-small-en-ru
- vectoriseai/e5-small-v2
- SmartComponents/bge-micro-v2
- michaelfeil/ct2fast-gte-base
- vectoriseai/e5-base-v2
- Intel/bge-base-en-v1.5-sst2
- McGill-NLP/LLM2Vec-Sheared-LLaMA-mntp-supervised
- Research2NLP/electrical_stella
- weakit-v/bge-base-en-v1.5-onnx
- GovCompete/instructor-xl
- barisaydin/text2vec-base-multilingual
- Intel/bge-small-en-v1.5-sst2-int8-dynamic
- jncraton/gte-small-ct2-int8
- d0rj/e5-base-en-ru
- barisaydin/gte-large
- fresha/e5-large-v2-endpoint
- vectoriseai/instructor-large
- Severian/embed
- vectoriseai/e5-base
- mlx-community/multilingual-e5-large-mlx
- vectoriseai/gte-large
- anttip/ct2fast-e5-small-v2-hfie
- michaelfeil/ct2fast-gte-large
- gizmo-ai/Cohere-embed-multilingual-v3.0
- McGill-NLP/LLM2Vec-Llama-2-7b-chat-hf-mntp-unsup-simcse
- Kenknight1999/tungdd7_ft_e5
- joteqwork/new_gsev0
- vantagediscovery/jina-embeddings-v2-base-en
- vantagediscovery/nomic-embed-text-v1
- vantagediscovery/nomic-embed-text-v1.5
- srikanthmalla/hkunlp-instructor-xl
- afrideva/GIST-all-MiniLM-L6-v2-GGUF
- nadeem1362/mxbai-embed-large-v1-Q4_K_M-GGUF
- agier9/gte-Qwen1.5-7B-instruct-Q5_K_M-GGUF
- ekorman-strive/bge-large-en-v1.5
- raghavlight/SE_v1
- liddlefish/privacyembeddingv2_bge_small
- ahmet1338/finetuned_embedder
- radia/snowflake-arctic-embed-l-Q4_K_M-GGUF
cross_encoders:
- FollowIR-7B
- flan-t5-base
- flan-t5-large
- monobert-large-msmarco
- monot5-3b-msmarco-10k
- monot5-base-msmarco-10k
- llama-2-7b-chat
- mistral-7b-instruct-v0.2
- tart-full-flan-t5-xl