Models in RAG

Task
Family
Organization

220 models · Downloads

ModelFamilyParametersLicenseDownloads · 30dGrowth · 30dLikesAccess
sentence-transformers/all-MiniLM-L6-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial22.7Mapache-2.0193.4Mdownloads / 30 daysCollectinghistory6KOpen
cross-encoder/ms-marco-MiniLM-L6-v2

Text ranking · sentence-transformers

No family22.7Mapache-2.071.4Mdownloads / 30 daysCollectinghistory431Open
BAAI/bge-small-en-v1.5

Feature extraction · sentence-transformers

No family33.4Mmit54Mdownloads / 30 daysCollectinghistory650Open
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial117.7Mapache-2.040.6Mdownloads / 30 daysCollectinghistory1.5KOpen
BAAI/bge-m3

Sentence similarity · sentence-transformers

No familyNot reportedmit29.6Mdownloads / 30 daysCollectinghistory3.9KOpen
sentence-transformers/all-mpnet-base-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial109.5Mapache-2.017.9Mdownloads / 30 daysCollectinghistory1.4KOpen
nomic-ai/nomic-embed-text-v1.5

Sentence similarity · sentence-transformers

No family136.7Mapache-2.012.4Mdownloads / 30 daysCollectinghistory983Open
BAAI/bge-large-en-v1.5

Feature extraction · sentence-transformers

No family335.1Mmit9.7Mdownloads / 30 daysCollectinghistory779Open
intfloat/multilingual-e5-small

Sentence similarity · sentence-transformers

No family117.7Mmit9.2Mdownloads / 30 daysCollectinghistory468Open
BAAI/bge-base-en-v1.5

Feature extraction · sentence-transformers

No family109.5Mmit8.6Mdownloads / 30 daysCollectinghistory538Open
sentence-transformers/paraphrase-multilingual-mpnet-base-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial278Mapache-2.08.6Mdownloads / 30 daysCollectinghistory551Open
Qwen/Qwen3-Embedding-0.6B

Feature extraction · sentence-transformers

QwenOfficial595.8Mapache-2.08.1Mdownloads / 30 daysCollectinghistory1.3KOpen
intfloat/multilingual-e5-large

Feature extraction · sentence-transformers

No family559.9Mmit6.5Mdownloads / 30 daysCollectinghistory1.3KOpen
ibm-granite/granite-embedding-small-english-r2

Feature extraction · sentence-transformers

No family47.7Mapache-2.05.9Mdownloads / 30 daysCollectinghistory111Open
intfloat/multilingual-e5-base

Sentence similarity · sentence-transformers

No family278Mmit5.6Mdownloads / 30 daysCollectinghistory415Open
cross-encoder/ms-marco-MiniLM-L4-v2

Text ranking · sentence-transformers

No family19.2Mapache-2.05.2Mdownloads / 30 daysCollectinghistory50Open
Xenova/all-MiniLM-L6-v2

Feature extraction · transformers.js

Sentence TransformersDerivativeNot reportedapache-2.04.4Mdownloads / 30 daysCollectinghistory173Open
datasocietyco/bge-base-en-v1.5-course-recommender-v5

Sentence similarity · sentence-transformers

No family109.5MNot reported4Mdownloads / 30 daysCollectinghistory23Open
BAAI/bge-small-zh-v1.5

Feature extraction · transformers

No family24Mmit3.5Mdownloads / 30 daysCollectinghistory162Open
sentence-transformers/all-distilroberta-v1

Sentence similarity · sentence-transformers

Sentence TransformersOfficial82.1Mapache-2.02.7Mdownloads / 30 daysCollectinghistory54Open
sentence-transformers/all-MiniLM-L12-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial33.4Mapache-2.02.6Mdownloads / 30 daysCollectinghistory348Open
Snowflake/snowflake-arctic-embed-l-v2.0

Sentence similarity · sentence-transformers

No family567.8Mapache-2.02.5Mdownloads / 30 daysCollectinghistory265Open
BAAI/bge-base-en

Feature extraction · transformers

No family109.5Mmit2.4Mdownloads / 30 daysCollectinghistory72Open
google/embeddinggemma-300m

Sentence similarity · sentence-transformers

GemmaOfficial302.9Mgemma2.4Mdownloads / 30 daysCollectinghistory2.1KGated
Xenova/bge-base-en-v1.5

Feature extraction · transformers.js

No familyNot reportedmit2.3Mdownloads / 30 daysCollectinghistory27Open
Qwen/Qwen3-Reranker-4B

Text ranking · transformers

QwenOfficial4Bapache-2.02.3Mdownloads / 30 daysCollectinghistory185Open
mixedbread-ai/mxbai-embed-large-v1

Feature extraction · sentence-transformers

No family335.1Mapache-2.02Mdownloads / 30 daysCollectinghistory844Open
Qwen/Qwen3-Embedding-8B

Feature extraction · sentence-transformers

QwenOfficial7.6Bapache-2.02Mdownloads / 30 daysCollectinghistory840Open
BAAI/bge-reranker-large

Feature extraction · transformers

No family559.9Mmit1.9Mdownloads / 30 daysCollectinghistory484Open
cross-encoder/ms-marco-MiniLM-L12-v2

Text ranking · sentence-transformers

No family33.4Mapache-2.01.8Mdownloads / 30 daysCollectinghistory122Open
Qwen/Qwen3-Embedding-4B

Feature extraction · sentence-transformers

QwenOfficial4Bapache-2.01.8Mdownloads / 30 daysCollectinghistory342Open
Alibaba-NLP/gte-reranker-modernbert-base

Text ranking · transformers

No family149.6Mapache-2.01.7Mdownloads / 30 daysCollectinghistory110Open
Alibaba-NLP/gte-large-en-v1.5

Sentence similarity · transformers

No family434.1Mapache-2.01.7Mdownloads / 30 daysCollectinghistory251Open
cross-encoder/mmarco-mMiniLMv2-L12-H384-v1

Text ranking · sentence-transformers

No family117.6Mapache-2.01.7Mdownloads / 30 daysCollectinghistory95Open
intfloat/multilingual-e5-large-instruct

Feature extraction · sentence-transformers

No family559.9Mmit1.7Mdownloads / 30 daysCollectinghistory655Open
Qdrant/bge-small-en-v1.5-onnx-Q

Sentence similarity · transformers

No familyNot reportedmit1.6Mdownloads / 30 daysCollectinghistory14Open
Qdrant/all-MiniLM-L6-v2-onnx

Sentence similarity · transformers

No familyNot reportedapache-2.01.6Mdownloads / 30 daysCollectinghistory28Open
jinaai/jina-embeddings-v3

Feature extraction · transformers

No family572.3Mcc-by-nc-4.01.6Mdownloads / 30 daysCollectinghistory1.2KOpen
Qwen/Qwen3-Reranker-0.6B

Text ranking · transformers

QwenOfficial595.8Mapache-2.01.6Mdownloads / 30 daysCollectinghistory424Open
nomic-ai/nomic-embed-text-v1

Sentence similarity · sentence-transformers

No family136.7Mapache-2.01.5Mdownloads / 30 daysCollectinghistory596Open
sentence-transformers/multi-qa-mpnet-base-dot-v1

Sentence similarity · sentence-transformers

Sentence TransformersOfficial109.5MNot reported1.5Mdownloads / 30 daysCollectinghistory206Open
sentence-transformers/distiluse-base-multilingual-cased-v1

Sentence similarity · sentence-transformers

Sentence TransformersOfficial134.7Mapache-2.01.4Mdownloads / 30 daysCollectinghistory145Open
jinaai/jina-reranker-v2-base-multilingual

Text ranking · transformers

No family278.4Mcc-by-nc-4.01.4Mdownloads / 30 daysCollectinghistory371Open
sentence-transformers/paraphrase-MiniLM-L6-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial22.7Mapache-2.01.4Mdownloads / 30 daysCollectinghistory161Open
cambridgeltl/SapBERT-from-PubMedBERT-fulltext

Feature extraction · transformers

No family109.5Mapache-2.01.4Mdownloads / 30 daysCollectinghistory88Open
sentence-transformers/paraphrase-mpnet-base-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial109.5Mapache-2.01.3Mdownloads / 30 daysCollectinghistory59Open
Qwen/Qwen3-VL-Embedding-8B

Sentence similarity · sentence-transformers

QwenOfficial8.1Bapache-2.01.3Mdownloads / 30 daysCollectinghistory508Open
jinaai/jina-embeddings-v2-small-en

Feature extraction · sentence-transformers

No family32.7Mapache-2.01.1Mdownloads / 30 daysCollectinghistory158Open
facebook/w2v-bert-2.0

Feature extraction · transformers

No family580.5Mmit1.1Mdownloads / 30 daysCollectinghistory242Open
NeuML/pubmedbert-base-embeddings

Sentence similarity · sentence-transformers

No family109.5Mapache-2.01.1Mdownloads / 30 daysCollectinghistory206Open
Alibaba-NLP/gte-multilingual-base

Sentence similarity · sentence-transformers

No family305.4Mapache-2.01.1Mdownloads / 30 daysCollectinghistory390Open
thenlper/gte-small

Sentence similarity · sentence-transformers

No family33.4Mmit1Mdownloads / 30 daysCollectinghistory200Open
intfloat/e5-small-v2

Sentence similarity · sentence-transformers

No family33.4Mmit1Mdownloads / 30 daysCollectinghistory136Open
nomic-ai/nomic-embed-text-v2-moe

Sentence similarity · sentence-transformers

No family475.3Mapache-2.0989.1Kdownloads / 30 daysCollectinghistory512Open
jinaai/jina-embeddings-v5-omni-small

Feature extraction · transformers

No family1.6Bcc-by-nc-4.0975.3Kdownloads / 30 daysCollectinghistory173Open
WhereIsAI/UAE-Large-V1

Feature extraction · sentence-transformers

No family335.1Mmit952.1Kdownloads / 30 daysCollectinghistory239Open
laion/clap-htsat-unfused

Feature extraction · transformers

No familyNot reportedapache-2.0945.9Kdownloads / 30 daysCollectinghistory93Open
intfloat/e5-base-v2

Sentence similarity · sentence-transformers

No family109.5Mmit934Kdownloads / 30 daysCollectinghistory171Open
shibing624/text2vec-base-chinese

Sentence similarity · sentence-transformers

No family102.3Mapache-2.0908.7Kdownloads / 30 daysCollectinghistory812Open
Qdrant/bm25

Sentence similarity · transformers

No familyNot reportedapache-2.0906.8Kdownloads / 30 daysCollectinghistory52Open
unslothai/1

Feature extraction · transformers

No family0Not reported906.5Kdownloads / 30 daysCollectinghistory1Open
intfloat/e5-base

Sentence similarity · sentence-transformers

No family109.5Mmit904.2Kdownloads / 30 daysCollectinghistory35Open
cl-nagoya/ruri-v3-310m

Sentence similarity

No family314.6Mapache-2.0879Kdownloads / 30 daysCollectinghistory86Open
Snowflake/snowflake-arctic-embed-l

Sentence similarity · sentence-transformers

No family334.1Mapache-2.0866Kdownloads / 30 daysCollectinghistory114Open
sentence-transformers/distiluse-base-multilingual-cased-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial134.7Mapache-2.0857.1Kdownloads / 30 daysCollectinghistory219Open
jinaai/jina-reranker-v3

Text ranking · transformers

QwenDerivative596.8Mcc-by-nc-4.0853.5Kdownloads / 30 daysCollectinghistory155Open
intfloat/e5-large-v2

Sentence similarity · sentence-transformers

No family335.1Mmit849.4Kdownloads / 30 daysCollectinghistory293Open
jhgan/ko-sroberta-multitask

Sentence similarity · sentence-transformers

No family110.6MNot reported844.4Kdownloads / 30 daysCollectinghistory154Open
allenai/specter2_base

Feature extraction · transformers

No familyNot reportedapache-2.0796.3Kdownloads / 30 daysCollectinghistory57Open
unslothai/repeat

Feature extraction · transformers

No family0Not reported765.1Kdownloads / 30 daysCollectinghistory0Open
Qwen/Qwen3-VL-Embedding-2B

Sentence similarity · sentence-transformers

QwenOfficial2.1Bapache-2.0757Kdownloads / 30 daysCollectinghistory484Open
Qdrant/all_miniLM_L6_v2_with_attentions

Sentence similarity · transformers

No familyNot reportedapache-2.0753.2Kdownloads / 30 daysCollectinghistory16Open
deepvk/USER2-base

Sentence similarity · sentence-transformers

No family149Mapache-2.0739.9Kdownloads / 30 daysCollectinghistory29Open
microsoft/wavlm-large

Feature extraction · transformers

No familyNot reportedNot reported735Kdownloads / 30 daysCollectinghistory120Open
Qdrant/multilingual-e5-large-onnx

Sentence similarity · transformers

No familyNot reportedmit675.6Kdownloads / 30 daysCollectinghistory4Open
mixedbread-ai/mxbai-rerank-xsmall-v1

Text ranking · transformers

No family70.8Mapache-2.0669.5Kdownloads / 30 daysCollectinghistory59Open
Xenova/bge-small-en-v1.5

Feature extraction · transformers.js

No familyNot reportedNot reported649Kdownloads / 30 daysCollectinghistory20Open
sentence-transformers/nli-mpnet-base-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial109.5Mapache-2.0648.9Kdownloads / 30 daysCollectinghistory15Open
nvidia/llama-nemotron-rerank-1b-v2

Text ranking · transformers

No family1.2BOther642.1Kdownloads / 30 daysCollectinghistory70Open
sentence-transformers/multi-qa-MiniLM-L6-cos-v1

Sentence similarity · sentence-transformers

Sentence TransformersOfficial22.7MNot reported615.1Kdownloads / 30 daysCollectinghistory138Open
gabor-hosu/e5-mistral-7b-instruct-bnb-4bit

Feature extraction · sentence-transformers

No family7.3Bmit605.2Kdownloads / 30 daysCollectinghistory11Open
sentence-transformers/LaBSE

Sentence similarity · sentence-transformers

Sentence TransformersOfficial470.9Mapache-2.0602.7Kdownloads / 30 daysCollectinghistory349Open
sentence-transformers/paraphrase-albert-small-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial11.7Mapache-2.0586.2Kdownloads / 30 daysCollectinghistory11Open
nlpai-lab/KURE-v1

Feature extraction · sentence-transformers

No family567.8Mmit577.9Kdownloads / 30 daysCollectinghistory100Open
sentence-transformers/paraphrase-MiniLM-L3-v2

Sentence similarity · sentence-transformers

Sentence TransformersOfficial17.4Mapache-2.0575.9Kdownloads / 30 daysCollectinghistory31Open
sentence-transformers/all-roberta-large-v1

Sentence similarity · sentence-transformers

Sentence TransformersOfficial355.4Mapache-2.0564Kdownloads / 30 daysCollectinghistory66Open
bkai-foundation-models/vietnamese-bi-encoder

Sentence similarity · generic

No family135Mapache-2.0549Kdownloads / 30 daysCollectinghistory82Open
thenlper/gte-large

Sentence similarity · sentence-transformers

No family335.1Mmit540.7Kdownloads / 30 daysCollectinghistory308Open
No familyNot reportedapache-2.0538.2Kdownloads / 30 daysCollectinghistory139Open
onnx-community/embeddinggemma-300m-ONNX

Sentence similarity · transformers.js

GemmaDerivativeNot reportedgemma537.5Kdownloads / 30 daysCollectinghistory74Open
ai-forever/FRIDA

Feature extraction · sentence-transformers

No family823.4Mmit523.9Kdownloads / 30 daysCollectinghistory157Open
sentence-transformers/msmarco-bert-base-dot-v5

Sentence similarity · sentence-transformers

Sentence TransformersOfficial109.5MNot reported495.8Kdownloads / 30 daysCollectinghistory21Open
Xenova/multilingual-e5-small

Feature extraction · transformers.js

No familyNot reportedNot reported476.9Kdownloads / 30 daysCollectinghistory21Open
YituTech/conv-bert-base

Feature extraction · transformers

No familyNot reportedNot reported475.4Kdownloads / 30 daysCollectinghistory10Open
Alibaba-NLP/gte-base-en-v1.5

Sentence similarity · transformers

No family136.8Mapache-2.0458.3Kdownloads / 30 daysCollectinghistory72Open
naver/splade-cocondenser-selfdistil

Feature extraction · sentence-transformers

No familyNot reportedcc-by-nc-sa-4.0451.9Kdownloads / 30 daysCollectinghistory17Open
nvidia/dragon-multiturn-query-encoder

Feature extraction · transformers

No familyNot reportedOther447.7Kdownloads / 30 daysCollectinghistory66Open
nvidia/dragon-multiturn-context-encoder

Feature extraction · transformers

No familyNot reportedOther447.6Kdownloads / 30 daysCollectinghistory30Open
cross-encoder/ms-marco-electra-base

Text ranking · sentence-transformers

No family109.5Mapache-2.0439.4Kdownloads / 30 daysCollectinghistory7Open
indobenchmark/indobert-base-p1

Feature extraction · transformers

No familyNot reportedmit436.9Kdownloads / 30 daysCollectinghistory57Open