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Sentence Transformers Models

197

197 sentence-transformers models on MLForge, ranked by downloads — including work from sentence-transformers, cross-encoder, BAAI, nomic-ai. Compare, download and run them locally on your own GPU. Free tier.

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Top Sentence Transformers models

A sentence-transformers/all-MiniLM-L6-v2 Sentence Similarity ·22.7M params 255.4M 5.0K 🤗 HF M cross-encoder/ms-marco-MiniLM-L6-v2 Text Ranking ·22.7M params 85.1M 278 🤗 HF B BAAI/bge-small-en-v1.5 Feature Extraction ·33.4M params 61.8M 497 🤗 HF P sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 Sentence Similarity ·117.7M params 50.8M 1.3K 🤗 HF A sentence-transformers/all-mpnet-base-v2 Sentence Similarity ·109.5M params 33.9M 1.3K 🤗 HF B BAAI/bge-m3 Sentence Similarity 31.1M 3.1K 🤗 HF N nomic-ai/nomic-embed-text-v1.5 Sentence Similarity ·136.7M params 18.3M 856 🤗 HF B BAAI/bge-reranker-v2-m3 Text Classification ·567.8M params 16.2M 1.1K 🤗 HF B BAAI/bge-large-en-v1.5 Feature Extraction ·335.1M params 14.9M 688 🤗 HF Q Qwen/Qwen3-Embedding-0.6B Feature Extraction ·595.8M params 10.5M 1.1K 🤗 HF M intfloat/multilingual-e5-small Sentence Similarity ·117.7M params 10.0M 344 🤗 HF B BAAI/bge-base-en-v1.5 Feature Extraction ·109.5M params 8.6M 441 🤗 HF M intfloat/multilingual-e5-large Feature Extraction ·559.9M params 8.1M 1.2K 🤗 HF P sentence-transformers/paraphrase-multilingual-mpnet-base-v2 Sentence Similarity ·278.0M params 7.3M 465 🤗 HF M intfloat/multilingual-e5-base Sentence Similarity ·278.0M params 6.6M 368 🤗 HF M mixedbread-ai/mxbai-embed-large-v1 Feature Extraction ·335.1M params 6.0M 810 🤗 HF A sentence-transformers/all-MiniLM-L12-v2 Sentence Similarity ·33.4M params 5.3M 320 🤗 HF N nomic-ai/nomic-embed-text-v1 Sentence Similarity ·136.7M params 4.5M 575 🤗 HF B BAAI/bge-reranker-base Text Classification ·278.0M params 4.1M 238 🤗 HF M cross-encoder/ms-marco-MiniLM-L4-v2 Text Ranking ·19.2M params 3.8M 16 🤗 HF E intfloat/e5-large-v2 Sentence Similarity ·335.1M params 3.6M 279 🤗 HF P sentence-transformers/paraphrase-MiniLM-L6-v2 Sentence Similarity ·22.7M params 3.5M 148 🤗 HF M sentence-transformers/multi-qa-mpnet-base-dot-v1 Sentence Similarity ·109.5M params 2.6M 193 🤗 HF M cross-encoder/ms-marco-MiniLM-L12-v2 Text Ranking ·33.4M params 2.5M 106 🤗 HF A sentence-transformers/all-distilroberta-v1 Sentence Similarity ·82.1M params 2.5M 43 🤗 HF Q Qwen/Qwen3-Embedding-8B Feature Extraction ·7.6B params 2.4M 719 🤗 HF Q Qwen/Qwen3-Embedding-4B Feature Extraction ·4.0B params 2.4M 291 🤗 HF E intfloat/e5-base-v2 Sentence Similarity 2.2M 156 🤗 HF G ibm-granite/granite-embedding-small-english-r2 Feature Extraction ·47.7M params 2.2M 73 🤗 HF U WhereIsAI/UAE-Large-V1 Feature Extraction ·335.1M params 2.1M 237 🤗 HF P sentence-transformers/paraphrase-mpnet-base-v2 Sentence Similarity ·109.5M params 1.8M 49 🤗 HF T shibing624/text2vec-base-chinese Sentence Similarity ·102.3M params 1.6M 796 🤗 HF E google/embeddinggemma-300m Sentence Similarity ·302.9M params 1.6M 1.7K 🤗 HF M intfloat/multilingual-e5-large-instruct Feature Extraction ·559.9M params 1.5M 628 🤗 HF M sentence-transformers/multi-qa-MiniLM-L6-cos-v1 Sentence Similarity ·22.7M params 1.5M 137 🤗 HF Q Qwen/Qwen3-VL-Embedding-8B Sentence Similarity ·8.1B params 1.5M 448 🤗 HF M cross-encoder/mmarco-mMiniLMv2-L12-H384-v1 Text Ranking ·117.6M params 1.4M 75 🤗 HF B BAAI/bge-large-zh-v1.5 Feature Extraction 1.4M 637 🤗 HF B BAAI/bge-multilingual-gemma2 Feature Extraction ·9.2B params 1.4M 202 🤗 HF S sentence-transformers-testing/stsb-bert-tiny-safetensors Sentence Similarity ·4.4M params 1.3M 4 🤗 HF M cross-encoder/ms-marco-MiniLM-L2-v2 Text Ranking ·15.6M params 1.3M 14 🤗 HF D sentence-transformers/distiluse-base-multilingual-cased-v2 Sentence Similarity ·134.7M params 1.2M 209 🤗 HF G Alibaba-NLP/gte-multilingual-base Sentence Similarity ·305.4M params 1.2M 365 🤗 HF B BAAI/bge-base-zh-v1.5 Feature Extraction 1.2M 107 🤗 HF Q Qwen/Qwen3-VL-Embedding-2B Sentence Similarity ·2.1B params 1.2M 425 🤗 HF D sentence-transformers/distiluse-base-multilingual-cased-v1 Sentence Similarity ·134.7M params 1.2M 132 🤗 HF J jinaai/jina-embeddings-v2-small-en Feature Extraction ·32.7M params 1.1M 141 🤗 HF L sentence-transformers/LaBSE Sentence Similarity ·470.9M params 1.1M 343 🤗 HF K jhgan/ko-sroberta-multitask Sentence Similarity ·110.6M params 993.3K 149 🤗 HF S Salesforce/SFR-Embedding-2_R Feature Extraction ·7.1B params 967.9K 94 🤗 HF S Snowflake/snowflake-arctic-embed-l-v2.0 Sentence Similarity ·567.8M params 903.4K 248 🤗 HF P NeuML/pubmedbert-base-embeddings Sentence Similarity ·109.5M params 867.7K 190 🤗 HF P sentence-transformers/paraphrase-MiniLM-L3-v2 Sentence Similarity ·17.4M params 835.4K 30 🤗 HF E intfloat/e5-base Sentence Similarity ·109.5M params 821.0K 25 🤗 HF B dragonkue/BGE-m3-ko Sentence Similarity ·567.8M params 799.6K 76 🤗 HF N nomic-ai/nomic-embed-text-v2-moe Sentence Similarity ·475.3M params 796.6K 485 🤗 HF B BAAI/bge-reranker-v2-gemma Text Classification ·2.5B params 784.2K 85 🤗 HF B TaylorAI/bge-micro-v2 Sentence Similarity ·17.4M params 773.7K 64 🤗 HF G Alibaba-NLP/gte-Qwen2-1.5B-instruct Sentence Similarity ·1.8B params 772.7K 236 🤗 HF C nomic-ai/CodeRankEmbed Other ·136.7M params 686.2K 74 🤗 HF E intfloat/e5-small-v2 Sentence Similarity 677.0K 120 🤗 HF L nvidia/llama-nemotron-embed-1b-v2 Image Feature Extraction ·1.2B params 656.8K 57 🤗 HF M sentence-transformers/msmarco-bert-base-dot-v5 Sentence Similarity ·109.5M params 651.5K 21 🤗 HF G thenlper/gte-large Sentence Similarity ·335.1M params 583.7K 305 🤗 HF A sentence-transformers/all-roberta-large-v1 Sentence Similarity ·355.4M params 569.3K 66 🤗 HF Q boboliu/Qwen3-Embedding-4B-W4A16-G128 Feature Extraction ·4.1B params 549.1K 5 🤗 HF P perplexity-ai/pplx-embed-v1-0.6b Feature Extraction ·596.0M params 482.0K 218 🤗 HF S Snowflake/snowflake-arctic-embed-m Sentence Similarity ·108.9M params 478.6K 166 🤗 HF N cross-encoder/nli-deberta-v3-small Zero Shot Classification ·141.9M params 471.8K 15 🤗 HF S naver/splade-cocondenser-ensembledistil Feature Extraction 457.8K 63 🤗 HF B littlejohn-ai/bge-m3-spa-law-qa Sentence Similarity ·567.8M params 457.7K 20 🤗 HF R cointegrated/rubert-tiny2 Sentence Similarity ·29.4M params 457.6K 173 🤗 HF B FremyCompany/BioLORD-2023 Sentence Similarity ·109.5M params 447.4K 54 🤗 HF N nomic-ai/nomic-embed-code Sentence Similarity ·7.1B params 442.0K 121 🤗 HF G thenlper/gte-base Sentence Similarity ·109.5M params 439.1K 131 🤗 HF S Snowflake/snowflake-arctic-embed-xs Sentence Similarity ·22.6M params 437.5K 43 🤗 HF M moka-ai/m3e-base Other 426.7K 988 🤗 HF E intfloat/e5-mistral-7b-instruct Feature Extraction ·7.1B params 412.8K 567 🤗 HF P sentence-transformers/paraphrase-albert-small-v2 Sentence Similarity ·11.7M params 411.4K 11 🤗 HF K bespin-global/klue-sroberta-base-continue-learning-by-mnr Sentence Similarity ·110.6M params 389.4K 31 🤗 HF F antoinelouis/french-bge-m3 Sentence Similarity ·349.8M params 379.9K 🤗 HF U deepvk/USER-bge-m3 Sentence Similarity ·359.0M params 378.1K 80 🤗 HF N cross-encoder/nli-deberta-v3-base Zero Shot Classification ·184.4M params 378.1K 46 🤗 HF M abhinand/MedEmbed-base-v0.1 Other ·109.5M params 377.1K 21 🤗 HF H microsoft/harrier-oss-v1-0.6b Feature Extraction ·596.0M params 374.8K 264 🤗 HF A LazarusNLP/all-indo-e5-small-v4 Sentence Similarity ·117.7M params 372.4K 13 🤗 HF S Snowflake/snowflake-arctic-embed-m-v1.5 Sentence Similarity ·108.9M params 370.2K 72 🤗 HF G thenlper/gte-small Sentence Similarity ·33.4M params 349.4K 188 🤗 HF P sentence-transformers/paraphrase-MiniLM-L12-v2 Sentence Similarity ·33.4M params 340.2K 7 🤗 HF Q unsloth/Qwen3-Embedding-4B Feature Extraction ·4.0B params 339.0K 2 🤗 HF J jinaai/jina-embeddings-v2-base-de Feature Extraction ·160.8M params 334.7K 84 🤗 HF J hotchpotch/japanese-reranker-cross-encoder-small-v1 Text Ranking ·117.6M params 334.2K 5 🤗 HF N cross-encoder/nli-deberta-v3-large Zero Shot Classification ·435.1M params 330.4K 44 🤗 HF C TencentBAC/Conan-embedding-v1 Other ·325.5M params 324.9K 167 🤗 HF T l3cube-pune/telugu-sentence-bert-nli Sentence Similarity 320.5K 1 🤗 HF S cross-encoder/stsb-roberta-large Text Ranking ·355.4M params 286.8K 14 🤗 HF M cross-encoder/ms-marco-TinyBERT-L2-v2 Text Ranking ·4.4M params 283.3K 44 🤗 HF R cl-nagoya/ruri-v3-reranker-310m Text Ranking ·315.2M params 274.0K 14 🤗 HF G ibm-granite/granite-embedding-311m-multilingual-r2 Feature Extraction ·311.7M params 272.3K 107 🤗 HF Q tomaarsen/Qwen3-Reranker-0.6B-seq-cls Text Ranking ·595.8M params 262.5K 34 🤗 HF M sdadas/mmlw-roberta-large Sentence Similarity ·435.0M params 262.5K 14 🤗 HF L redis/langcache-embed-v1 Sentence Similarity ·149.0M params 257.9K 15 🤗 HF C sentence-transformers/clip-ViT-B-32-multilingual-v1 Sentence Similarity ·134.7M params 254.6K 192 🤗 HF M sentence-transformers/msmarco-MiniLM-L6-v3 Sentence Similarity ·22.7M params 245.8K 15 🤗 HF K jhgan/ko-sbert-nli Sentence Similarity 243.7K 30 🤗 HF J jinaai/jina-embeddings-v2-base-code Feature Extraction ·160.9M params 243.3K 139 🤗 HF N sentence-transformers/nli-mpnet-base-v2 Sentence Similarity ·109.5M params 235.7K 15 🤗 HF M sdadas/mmlw-retrieval-roberta-large Sentence Similarity ·435.0M params 230.9K 14 🤗 HF K snunlp/KR-SBERT-V40K-klueNLI-augSTS Sentence Similarity 229.5K 84 🤗 HF G Alibaba-NLP/gte-multilingual-reranker-base Text Ranking ·306.0M params 221.9K 183 🤗 HF S pritamdeka/S-PubMedBert-MS-MARCO Sentence Similarity 214.6K 44 🤗 HF M nomic-ai/modernbert-embed-base Sentence Similarity ·149.0M params 213.0K 231 🤗 HF B emrecan/bert-base-turkish-cased-mean-nli-stsb-tr Sentence Similarity ·110.6M params 209.4K 50 🤗 HF O Octen/Octen-Embedding-4B Sentence Similarity ·4.0B params 205.9K 26 🤗 HF S sentence-transformers/stsb-roberta-base-v2 Sentence Similarity ·124.6M params 203.8K 6 🤗 HF G ibm-granite/granite-embedding-97m-multilingual-r2 Feature Extraction ·97.4M params 200.3K 123 🤗 HF M sentence-transformers/msmarco-distilbert-base-tas-b Sentence Similarity ·66.4M params 195.4K 43 🤗 HF G avsolatorio/GIST-Embedding-v0 Sentence Similarity ·109.5M params 195.2K 30 🤗 HF S KBLab/sentence-bert-swedish-cased Sentence Similarity ·124.7M params 187.1K 33 🤗 HF C antoinelouis/crossencoder-camembert-base-mmarcoFR Text Ranking ·110.6M params 185.0K 7 🤗 HF

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