--- base_model: - ssmits/Falcon2-5.5B-multilingual library_name: sentence-transformers tags: - ssmits/Falcon2-5.5B-multilingual license: apache-2.0 language: - es - fr - de - 'no' - sv - da - nl - pt - pl - ro - it - cs pipeline_tag: text-classification --- ## Usage Embeddings version of the base model of [ssmits/Falcon2-5.5B-multilingual](https://huggingface.co/ssmits/Falcon2-5.5B-multilingual/edit/main/README.md). The 'lm_head' layer of this model has been removed, which means it can be used for embeddings. It will not perform greatly, as it needs to be further fine-tuned, as shown by [intfloat/e5-mistral-7b-instruct](https://huggingface.co/intfloat/e5-mistral-7b-instruct). Additionaly, in stead of a normalization layer, the hidden layers are followed up by both a classical weight and bias 1-dimensional array of 4096 values. Further research needs to be conducted if this architecture will fully function when adding a classification head in combination with utilizing the transformers library.