model_meta:
  baichuan-ai__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
    uses_instruct: false
  Cohere__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
    uses_instruct: false
  Cohere__Cohere-embed-english-v3.0-instruct:
    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
    uses_instruct: true
  Cohere__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
    uses_instruct: false
  Cohere__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
    uses_instruct: false
  vesteinn__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
    uses_instruct: false
  jhu-clsp__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
    uses_instruct: true
  GritLM__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
    uses_instruct: true
  GritLM__GritLM-7B-noinstruct:
    link: https://huggingface.co/GritLM/GritLM-7B
    seq_len: 4096
    size: 7240
    is_external: true
    is_propietary: false
    is_sentence_transformer_compatible: false
    uses_instruct: false
  facebookresearch__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
    uses_instruct: false
  McGill-NLP__LLM2Vec-Llama-2-7b-chat-hf-mntp-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
    uses_instruct: true
  McGill-NLP__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
    uses_instruct: true
  McGill-NLP__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
    uses_instruct: true
  McGill-NLP__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
    uses_instruct: true
  McGill-NLP__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
    uses_instruct: true
  McGill-NLP__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
    uses_instruct: true
  McGill-NLP__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
    uses_instruct: true
  McGill-NLP__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
    uses_instruct: true
  sentence-transformers__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
    uses_instruct: false
  Linq-Embed-Mistral:
    link: https://huggingface.co/Linq-AI-Research/Linq-Embed-Mistral
    seq_len: 32768
    size: 7111
    dim: 4096
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  NV-Embed-v1:
    link: https://huggingface.co/nvidia/NV-Embed-v1
    seq_len: 32768
    size: 7851
    dim: 4096
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  NV-Embed-v2:
    link: https://huggingface.co/nvidia/NV-Embed-v2
    seq_len: 32768
    size: 7851
    dim: 4096
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  NV-Retriever-v1:
    link: https://huggingface.co/nvidia/NV-Retriever-v1
    seq_len: 512
    size: 7111
    dim: 4096
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  aliyun__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
    uses_instruct: false
  Salesforce__SFR-Embedding-Mistral:
    link: https://huggingface.co/Salesforce/SFR-Embedding-Mistral
    seq_len: 32768
    size: 7111
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  SFR-Embedding-2_R:
    link: https://huggingface.co/Salesforce/SFR-Embedding-2_R
    seq_len: 32768
    size: 7111
    dim: 4096
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__all-MiniLM-L6-v2-instruct:
    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
    uses_instruct: true
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__all-mpnet-base-v2-instruct:
    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
    uses_instruct: true
  sentence-transformers__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
    uses_instruct: false
  Geotrend__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
    uses_instruct: false
  Geotrend__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
    uses_instruct: false
  Geotrend__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
    uses_instruct: false
  google-bert__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
    uses_instruct: false
  google-bert__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
    uses_instruct: false
  KB__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
    uses_instruct: false
  google-bert__bert-base-uncased:
    link: https://huggingface.co/google-bert/bert-base-uncased
    seq_len: 512
    size: 110
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  BAAI__bge-base-en-v1.5:
    link: https://huggingface.co/BAAI/bge-base-en-v1.5
    seq_len: 512
    size: 109
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  BAAI__bge-base-en-v1.5-instruct:
    link: https://huggingface.co/BAAI/bge-base-en-v1.5
    seq_len: 512
    size: 109
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  BAAI__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
    uses_instruct: false
  bge-en-icl:
    link: https://huggingface.co/BAAI/bge-en-icl
    seq_len: 32768
    size: 7110
    dim: 4096
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  bge-multilingual-gemma2:
    link: https://huggingface.co/BAAI/bge-multilingual-gemma2
    seq_len: 8192
    size: 9240
    dim: 3584
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  BAAI__bge-large-en-v1.5:
    link: https://huggingface.co/BAAI/bge-large-en-v1.5
    seq_len: 512
    size: 1340
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  BAAI__bge-large-en-v1.5-instruct:
    link: https://huggingface.co/BAAI/bge-large-en-v1.5
    seq_len: 512
    size: 1340
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  BAAI__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
    uses_instruct: false
  BAAI__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
    uses_instruct: false
  BAAI__bge-m3:
    link: https://huggingface.co/BAAI/bge-m3
    seq_len: 8192
    size: 567
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  BAAI__bge-m3-instruct:
    link: https://huggingface.co/BAAI/bge-m3
    seq_len: 8192
    size: 567
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  BAAI__bge-small-en-v1.5:
    link: https://huggingface.co/BAAI/bge-small-en-v1.5
    seq_len: 512
    size: 24
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  BAAI__bge-small-en-v1.5-instruct:
    link: https://huggingface.co/BAAI/bge-small-en-v1.5
    seq_len: 512
    size: 24
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  BAAI__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
    uses_instruct: false
  bm25:
    link: https://en.wikipedia.org/wiki/Okapi_BM25
    size: 0
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  bm25s:
    link: https://github.com/xhluca/bm25s
    size: 0
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  almanach__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
    uses_instruct: false
  almanach__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
    uses_instruct: false
  nthakur__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
    uses_instruct: false
  facebook__contriever:
    link: https://huggingface.co/facebook/contriever
    seq_len: 512
    size: 438
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  facebook__contriever-instruct:
    link: https://huggingface.co/facebook/contriever
    seq_len: 512
    size: 438
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  T-Systems-onsite__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
    uses_instruct: false
  chcaa__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
    uses_instruct: false
  Geotrend__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
    uses_instruct: false
  Geotrend__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
    uses_instruct: false
  Geotrend__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
    uses_instruct: false
  Geotrend__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
    uses_instruct: false
  distilbert__distilbert-base-uncased:
    link: https://huggingface.co/distilbert/distilbert-base-uncased
    seq_len: 512
    size: 110
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  facebookresearch__dragon-plus:
    link: https://github.com/facebookresearch/dpr-scale/tree/main/dragon
    seq_len: 512
    size: 438
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  facebookresearch__dragon-plus-instruct:
    link: https://github.com/facebookresearch/dpr-scale/tree/main/dragon
    seq_len: 512
    size: 438
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: true
  dwzhu__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
    uses_instruct: false
  intfloat__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
    uses_instruct: false
  intfloat__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
    uses_instruct: false
  intfloat__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
    uses_instruct: false
  intfloat__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
    uses_instruct: false
  intfloat__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
    uses_instruct: true
  intfloat__e5-mistral-7b-instruct-noinstruct:
    link: https://huggingface.co/intfloat/e5-mistral-7b-instruct-noinstruct
    seq_len: 32768
    size: 7111
    dim: 4096
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  intfloat__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
    uses_instruct: false
  jonfd__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
    uses_instruct: false
  KBLab__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
    uses_instruct: false
  elastic__elser-v2:
    link: https://www.elastic.co/guide/en/machine-learning/current/ml-nlp-elser.html
    seq_len: 512
    size: 110
    dim: 30522
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  google__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
    uses_instruct: true
  google__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
    uses_instruct: true
  flaubert__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
    uses_instruct: false
  flaubert__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
    uses_instruct: false
  flaubert__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
    uses_instruct: false
  deepset__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
    uses_instruct: false
  deepset__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
    uses_instruct: false
  deepset__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
    uses_instruct: false
  deepset__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
    uses_instruct: false
  sentence-transformers__average_word_embeddings_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
    uses_instruct: false
  google-gecko__text-embedding-004-256:
    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
    uses_instruct: false
  google-gecko__text-embedding-004:
    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
    uses_instruct: false
  uklfr__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
    uses_instruct: false
  Alibaba-NLP__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
    uses_instruct: true
  Alibaba-NLP__gte-Qwen2-1.5B-instruct:
    link: https://huggingface.co/Alibaba-NLP/gte-Qwen2-1.5B-instruct
    seq_len: 32768
    size: 1780
    dim: 1536
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  Alibaba-NLP__gte-Qwen2-7B-instruct:
    link: https://huggingface.co/Alibaba-NLP/gte-Qwen2-7B-instruct
    seq_len: 32768
    size: 7613
    dim: 3584
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  ipipan__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
    uses_instruct: false
  hkunlp__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
    uses_instruct: true
  hkunlp__instructor-large:
    link: https://huggingface.co/hkunlp/instructor-large
    seq_len: 512
    size: 335
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  hkunlp__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
    uses_instruct: true
  jinaai__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
    uses_instruct: false
  sentence-transformers__average_word_embeddings_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
    uses_instruct: false
  meta-llama__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
    uses_instruct: true
  silk-road__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
    uses_instruct: false
  moka-ai__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
    uses_instruct: false
  moka-ai__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
    uses_instruct: false
  mistralai__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
    uses_instruct: true
  mistral__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
    uses_instruct: false
  castorini__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
    uses_instruct: false
  castorini__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
    uses_instruct: true
  castorini__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
    uses_instruct: true
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  intfloat__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
    uses_instruct: false
  intfloat__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
    uses_instruct: false
  intfloat__multilingual-e5-large-instruct:
    link: https://huggingface.co/intfloat/multilingual-e5-large-instruct
    seq_len: 514
    size: 560
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  intfloat__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
    uses_instruct: false
  NbAiLab__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
    uses_instruct: false
  NbAiLab__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
    uses_instruct: false
  nomic-ai__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
    uses_instruct: false
  nomic-ai__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
    uses_instruct: false
  nomic-ai__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
    uses_instruct: false
  nomic-ai__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
    uses_instruct: false
  nomic-ai__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
    uses_instruct: false
  ltg__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
    uses_instruct: false
  ltg__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  KBLab__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
    uses_instruct: false
  dangvantuan__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
    uses_instruct: false
  dangvantuan__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
    uses_instruct: false
  Wissam42__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  ipipan__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
    uses_instruct: false
  sdadas__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
    uses_instruct: false
  sdadas__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
    uses_instruct: false
  stella_en_1.5B_v5:
    link: https://huggingface.co/dunzhang/stella_en_1.5B_v5
    seq_len: 512
    size: 1500
    dim: 8192
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  stella_en_400M_v5:
    link: https://huggingface.co/dunzhang/stella_en_400M_v5
    seq_len: 512
    size: 400
    dim: 8192
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: true
  princeton-nlp__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__text-embedding-3-large-instruct:
    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
    uses_instruct: true
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__text-embedding-3-small-instruct:
    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
    uses_instruct: true
  openai__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
    uses_instruct: false
  openai__text-embedding-ada-002-instruct:
    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
    uses_instruct: true
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: 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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  openai__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
    uses_instruct: false
  orionweller__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
    uses_instruct: true
  facebook__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
    uses_instruct: true
  shibing624__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
    uses_instruct: false
  shibing624__text2vec-base-multilingual:
    link: https://huggingface.co/shibing624/text2vec-base-multilingual
    seq_len: 256
    size: 118
    dim: 384
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: false
    uses_instruct: false
  shibing624__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
    uses_instruct: false
  amazon__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
    uses_instruct: false
  izhx__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
    uses_instruct: false
  izhx__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
    uses_instruct: false
  vprelovac__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
    uses_instruct: false
  vprelovac__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
    uses_instruct: false
  princeton-nlp__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
    uses_instruct: false
  sentence-transformers__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
    uses_instruct: false
  voyageai__voyage-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
    uses_instruct: false
  voyageai__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
    uses_instruct: false
  voyageai__voyage-large-2-instruct:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 16000
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
    uses_instruct: true
  voyageai__voyage-law-2:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 16000
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
    uses_instruct: false
  voyageai__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
    uses_instruct: true
  voyageai__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
    uses_instruct: true
  voyageai__voyage-multilingual-2:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 32000
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
    uses_instruct: false
  voyageai__voyage-3:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 32000
    size: null
    dim: 1024
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
    uses_instruct: false
  voyageai__voyage-3-lite:
    link: https://docs.voyageai.com/embeddings/
    seq_len: 32000
    size: null
    dim: 512
    is_external: true
    is_proprietary: true
    is_sentence_transformers_compatible: false
    uses_instruct: false
  FacebookAI__xlm-roberta-base:
    link: https://huggingface.co/FacebookAI/xlm-roberta-base
    seq_len: 514
    size: 279
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  FacebookAI__xlm-roberta-large:
    link: https://huggingface.co/FacebookAI/xlm-roberta-large
    seq_len: 514
    size: 560
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  cointegrated__rubert-tiny:
    link: https://huggingface.co/cointegrated/rubert-tiny
    seq_len: 514
    size: 12
    dim: 512
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  cointegrated__rubert-tiny2:
    link: https://huggingface.co/cointegrated/rubert-tiny2
    seq_len: 514
    size: 29
    dim: 2048
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  ai-forever__sbert_large_mt_nlu_ru:
    link: https://huggingface.co/ai-forever/sbert_large_mt_nlu_ru
    seq_len: 514
    size: 427
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  ai-forever__sbert_large_nlu_ru:
    link: https://huggingface.co/ai-forever/sbert_large_nlu_ru
    seq_len: 512
    size: 427
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  deepvk__USER-base:
    link: https://huggingface.co/deepvk/USER-base
    seq_len: 512
    size: 124
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  deepvk__USER-bge-m3:
    link: https://huggingface.co/deepvk/USER-bge-m3
    seq_len: 8192
    size: 359
    dim: 1024
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  deepvk__deberta-v1-base:
    link: https://huggingface.co/deepvk/deberta-v1-base
    seq_len: 512
    size: 124
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  sergeyzh__rubert-tiny-turbo:
    link: https://huggingface.co/sergeyzh/rubert-tiny-turbo
    seq_len: 2048
    size: 29
    dim: 312
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  sergeyzh__LaBSE-ru-turbo:
    link: https://huggingface.co/sergeyzh/LaBSE-ru-turbo
    seq_len: 512
    size: 128
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  DeepPavlov__distilrubert-small-cased-conversational:
    link: https://huggingface.co/DeepPavlov/distilrubert-small-cased-conversational
    seq_len: 512
    size: 106
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  DeepPavlov__rubert-base-cased:
    link: https://huggingface.co/DeepPavlov/rubert-base-cased
    seq_len: 512
    size: 180
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  DeepPavlov__rubert-base-cased-sentence:
    link: https://huggingface.co/DeepPavlov/rubert-base-cased-sentence
    seq_len: 512
    size: 180
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false
  cointegrated__LaBSE-en-ru:
    link: https://huggingface.co/cointegrated/LaBSE-en-ru
    seq_len: 512
    size: 129
    dim: 768
    is_external: true
    is_proprietary: false
    is_sentence_transformers_compatible: true
    uses_instruct: false 
  cde-small-v1:
    link: https://huggingface.co/jxm/cde-small-v1
    seq_len: 512
    size: 143
    dim: 768
    is_external: false
    is_proprietary: false
    is_sentence_transformers_compatible: false
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
- GregorBiswanger/GritLM-7B-Q4_K_M-GGUF
- powermove72/GritLM-7B-Q4_K_M-GGUF
- sunzx0810/gte-Qwen2-7B-instruct-Q5_K_M-GGUF
- nazimali/gte-Qwen2-7B-instruct-Q6_K-GGUF
- nazimali/gte-Qwen2-7B-instruct-Q6_K-GGUF
- fishbone64/gte-Qwen2-7B-instruct-Q8_0-GGUF
- tobchef/gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF
- liddlefish/privacy_embedding_rag
- liddlefish/privacy_embedding_rag_10k_tmp
- liddlefish/privacy_embedding_bge_small_synthetic
- mxs980/gte-Qwen2-1.5B-instruct-Q8_0-GGUF
- leonn71/gte-Qwen2-1.5B-instruct-Q6_K-GGUF
- niancheng/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- niancheng/gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF
- cleatherbury/gte-Qwen2-7B-instruct-Q5_K_M-GGUF
- T3LS/stella-mrl-large-zh-v3.5-1792d-1024
- mxs980/b1ade-embed-Q8_0-GGUF
- chihlunLee/NoInstruct-small-Embedding-v0-Q4_0-GGUF
- bcastle/snowflake-arctic-embed-l-Q8_0-GGUF
- niancheng/gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF
- brtaydin/gte-Qwen2-7B-instruct-Q5_K_M-GGUF
- yishan-wang/snowflake-arctic-embed-s-Q8_0-GGUF
- Pekarnick/e5-large-v2-Q4_K_M-GGUF
- agier9/UAE-Large-V1-Q5_K_S-GGUF
- archit28/bge-large-en-v1.5-Q4_K_S-GGUF
- dimcha/mxbai-embed-large-v1-Q4_K_M-GGUF
- djuna/jina-embeddings-v2-base-en-Q5_K_M-GGUF
- djuna/jina-embeddings-v2-small-en-Q5_K_M-GGUF
- djuna/stella-base-en-v2-Q5_K_M-GGUF
- huoxu/bge-large-en-v1.5-Q8_0-GGUF
- itod/UAE-Large-V1-Q8_0-GGUF
- corto-ai/nomic-embed-text-v1
- Intel/neural-embedding-v1
- VenkatNDivi77/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- barnowak/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- arisylafeta/gte-Qwen2-1.5B-instruct-Q4_0-GGUF
- KeyurRamoliya/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- cedarwud/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- KeyurRamoliya/gte-Qwen2-7B-instruct-GGUF
- agier9/gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF
- dopeba/gte-Qwen2-1.5B-instruct-Q8_0-GGUF
- Yingda/gte-Qwen2-7B-instruct-Q5_K_M-GGUF
- soichisumi/gte-Qwen2-7B-instruct-Q8_0-GGUF
- Bearsaerker/gte-Qwen2-7B-instruct-Q5_K_M-GGUF
- redshiva/gte-Qwen2-7B-instruct-Q8_0-GGUF
- qaz-t/gte-Qwen2-7B-instruct-Q8_0-GGUF
- biggunnyso4/stella_en_400M_v5_cpu
- PotatoOff/mxbai-embed-large-safetensors
- KeyurRamoliya/multilingual-e5-large-instruct-GGUF
- liddlefish/privacy_embedding_rag_10k_base_12_final
- liddlefish/privacy_embedding_rag_10k_base_15_final
- liddlefish/privacy_embedding_rag_10k_base_checkpoint_2
- liddlefish/privacy_embedding_rag_10k_base_final
- tomaarsen/bge-base-en-v1.5
- CAiRE/UniVaR-lambda-80
- CAiRE/UniVaR-lambda-1
- CAiRE/UniVaR-lambda-5
- CAiRE/UniVaR-lambda-20
- leeloolee/intention
- yixuan-chia/snowflake-arctic-embed-m-v1.5-Q8_0-GGUF
- yixuan-chia/snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF
- yishan-wang/snowflake-arctic-embed-m-v1.5-Q8_0-GGUF
- yixuan-chia/snowflake-arctic-embed-s-Q8_0-GGUF
- VenkatNDivi77/e5-R-mistral-7b-Q4_K_M-GGUF
- chris-code/multilingual-e5-large-Q8_0-GGUF
- soichisumi/multilingual-e5-large-Q8_0-GGUF
- pruizpar/multilingual-e5-large-Q4_K_M-GGUF
- yixuan-chia/snowflake-arctic-embed-l-Q8_0-GGUF
- twadada/nmc-300-w30k-b10k
- twadada/nmc-300-w50k-b30k
- twadada/nmc-cls-200_correct
- twadada/st-mpnet_original
- twadada/nmc-cls-500_correct
- twadada/nmc-cls-50_correct
- twadada/nmc-cls-100_correct
- twadada/nmc-wordpca
- twadada/mpn-wordpca
- twadada/lma-wordpca
- twadada/lma-nobivec
- twadada/lma-nopca
- twadada/lma_noabtt
- twadada/ft-lower-pca
- twadada/ft-lower
- twadada/nmc-prmt-and-emb-150k
- twadada/s2v-gcp-pca
- twadada/s2v-gcp
- twadada/ft-gcp-pca
- twadada/ft-gcp
- twadada/lma3-correct
- twadada/mpn-nopca
- twadada/nmc-pmpt_correct
- twadada/lma3-2
- twadada/lma3
- twadada/lma2
- twadada/lma
- twadada/mpn-noabtt
- twadada/mpn-nobivec
- twadada/nmc-prmt-and-emb
- twadada/nmc-cls-300_correct
- twadada/nmc-prmpt
- twadada/kom2
- twadada/nmc-cls-noabtt
- twadada/nmc-cls-nobiv
- twadada/nmc-cls-nopca
- twadada/mpn
- twadada/sup-cse
- twadada/mxb
- twadada/kom
- twadada/un-sim
- twadada/nmc-cls
- twadada/komni
- twadada/fasttext
- twadada/s2v
- twadada/tst2
- twadada/tst
- markaw/NV-Embed-v2
- linhphanff/stella_en_1.5B_v5_clone
- BN7002/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- DecisionOptimizationSystemProduction/DeepFeatTextEmbeddingLarge
- Hiveurban/multilingual-e5-large-pooled
- KeyurRamoliya/multilingual-e5-large-GGUF
- SkyeTeam/stella_en_400m
- yixuan-chia/snowflake-arctic-embed-m-long-Q8_0-GGUF
- aimlresearch2023/snowflake-arctic-embed-m-v1.5-Q8_0-GGUF
- twadada/nmc-nignore15
- twadada/nmc-nignore30
- twadada/nmc-nignore50
- twadada/nmc-300-w75k-b10k
- twadada/nmc-300-w50k-b10k
- bijaygurung/stella_en_400M_v5
- bennegeek/stella_en_1.5B_v5
- lgbird/stella_1.5B_custom
- mmazeem/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- shanghung/stella-base-zh-v3-1792d
- mav23/gte-Qwen2-7B-instruct-GGUF
- Marqo/dunzhang-stella_en_400M_v5
- mav23/gte-Qwen2-1.5B-instruct-GGUF
- DivineNnamdi/jina-embeddings-v3
- tomaarsen/mxbai-embed-large-v1-exported
- yixuan-chia/multilingual-e5-large-instruct-gguf
- Nextcloud-AI/multilingual-e5-large-instruct
- aiacademyvn/multilingual-e5-large-instruct
- katanemo/bge-large-en-v1.5
- delwinn/stella_en_1.5B_v5
- tensorblock/gte-Qwen2-7B-instruct-GGUF
- tensorblock/gte-Qwen2-1.5B-instruct-GGUF
- arkohut/jina-embeddings-v3
- ISOISS/jina-embeddings-v3-tei
- OrcaDB/cde-small-v1
- tomaarsen/mxbai-embed-large-v1-test
- OrcaDB/gte-base-en-v1.5
- twine-network/NoInstruct-small-Embedding-v0-Q8_0-GGUF
- twine-network/NoInstruct-small-Embedding-v0-Q5_K_M-GGUF
- tomaarsen/bge-small-en-v1.5-copy
- nnch/multilingual-e5-large-Q4_K_M-GGUF
- apto-as/multilingual-e5-large-Q8_0-GGUF
- gpustack/jina-embeddings-v2-base-en-GGUF
- sheldonrobinson/snowflake-arctic-embed-m-v1.5-Q8_0-GGUF
- yixuan-chia/multilingual-e5-base-gguf
- deepfile/multilingual-e5-small-onnx-qint8
- deepfile/multilingual-e5-small-openvino
- Marqo/multilingual-e5-small
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