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Best Sentence Similarity Models

147

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

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Top Sentence Similarity models

A sentence-transformers/all-MiniLM-L6-v2 Sentence Similarity ·22.7M params 255.4M 5.0K 🤗 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 M intfloat/multilingual-e5-small Sentence Similarity ·117.7M params 10.0M 344 🤗 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 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 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 A sentence-transformers/all-distilroberta-v1 Sentence Similarity ·82.1M params 2.5M 43 🤗 HF E intfloat/e5-base-v2 Sentence Similarity 2.2M 156 🤗 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 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 S sentence-transformers-testing/stsb-bert-tiny-safetensors Sentence Similarity ·4.4M params 1.3M 4 🤗 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 A Qdrant/all-MiniLM-L6-v2-onnx Sentence Similarity 1.2M 7 🤗 HF Q Qwen/Qwen3-VL-Embedding-2B Sentence Similarity ·2.1B params 1.2M 425 🤗 HF G Alibaba-NLP/gte-large-en-v1.5 Sentence Similarity ·434.1M params 1.2M 238 🤗 HF D sentence-transformers/distiluse-base-multilingual-cased-v1 Sentence Similarity ·134.7M params 1.2M 132 🤗 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 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 Qdrant/bge-small-en-v1.5-onnx-Q Sentence Similarity 799.6K 2 🤗 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 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 B Qdrant/bm25 Sentence Similarity 737.6K 32 🤗 HF E intfloat/e5-small-v2 Sentence Similarity 677.0K 120 🤗 HF M sentence-transformers/msmarco-bert-base-dot-v5 Sentence Similarity ·109.5M params 651.5K 21 🤗 HF R cl-nagoya/ruri-v3-310m Sentence Similarity ·314.6M params 624.8K 81 🤗 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 V bkai-foundation-models/vietnamese-bi-encoder Sentence Similarity ·135.0M params 491.1K 76 🤗 HF S VoVanPhuc/sup-SimCSE-VietNamese-phobert-base Sentence Similarity ·135.6M params 488.9K 30 🤗 HF S Snowflake/snowflake-arctic-embed-m Sentence Similarity ·108.9M params 478.6K 166 🤗 HF G Alibaba-NLP/gte-base-en-v1.5 Sentence Similarity ·136.8M params 469.6K 71 🤗 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 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 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 T l3cube-pune/telugu-sentence-bert-nli Sentence Similarity 320.5K 1 🤗 HF L McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp Sentence Similarity 295.4K 22 🤗 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 Qdrant/multilingual-e5-large-onnx Sentence Similarity 249.4K 3 🤗 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 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 R cl-nagoya/ruri-v3-30m Sentence Similarity ·36.7M params 226.4K 10 🤗 HF A Qdrant/all_miniLM_L6_v2_with_attentions Sentence Similarity 215.2K 15 🤗 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 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 J jinaai/jina-embeddings-v5-text-small-retrieval Sentence Similarity ·596.0M params 175.2K 26 🤗 HF I hkunlp/instructor-large Sentence Similarity 169.3K 524 🤗 HF S sentence-transformers/sentence-t5-base Sentence Similarity ·109.6M params 167.9K 51 🤗 HF E intfloat/e5-small Sentence Similarity ·33.4M params 164.7K 45 🤗 HF S imvladikon/sentence-transformers-alephbert Sentence Similarity 161.9K 9 🤗 HF S Snowflake/snowflake-arctic-embed-m-v2.0 Sentence Similarity ·305.4M params 160.1K 106 🤗 HF B sentence-transformers/bert-base-nli-mean-tokens Sentence Similarity ·109.5M params 156.2K 40 🤗 HF P Qdrant/paraphrase-multilingual-MiniLM-L12-v2-onnx-Q Sentence Similarity 153.6K 6 🤗 HF T trmteb/turkish-embedding-model Sentence Similarity ·110.6M params 151.7K 8 🤗 HF G Alibaba-NLP/gte-modernbert-base Sentence Similarity ·149.0M params 145.2K 198 🤗 HF G sentence-transformers/gtr-t5-base Sentence Similarity ·109.6M params 144.3K 26 🤗 HF G avsolatorio/GIST-all-MiniLM-L6-v2 Sentence Similarity ·22.7M params 140.1K 10 🤗 HF M sentence-transformers/msmarco-MiniLM-L12-cos-v5 Sentence Similarity ·33.4M params 138.4K 10 🤗 HF L nvidia/llama-nemotron-embed-vl-1b-v2 Sentence Similarity ·1.7B params 134.6K 89 🤗 HF P sentence-transformers/paraphrase-xlm-r-multilingual-v1 Sentence Similarity ·278.0M params 133.6K 71 🤗 HF G aari1995/German_Semantic_STS_V2 Sentence Similarity ·335.7M params 133.1K 49 🤗 HF N corto-ai/nomic-embed-text-v1 Sentence Similarity ·136.7M params 133.0K 3 🤗 HF U deepvk/USER-base Sentence Similarity ·124.0M params 127.2K 25 🤗 HF E onnx-community/embeddinggemma-300m-ONNX Sentence Similarity 126.8K 68 🤗 HF T shibing624/text2vec-base-multilingual Sentence Similarity ·117.7M params 126.7K 58 🤗 HF E efederici/e5-base-multilingual-4096 Sentence Similarity 124.9K 16 🤗 HF V dangvantuan/vietnamese-document-embedding Sentence Similarity ·305.4M params 124.2K 28 🤗 HF B upskyy/bge-m3-korean Sentence Similarity ·567.8M params 123.2K 64 🤗 HF L McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised Sentence Similarity 112.3K 52 🤗 HF V keepitreal/vietnamese-sbert Sentence Similarity 111.9K 54 🤗 HF S PORTULAN/serafim-900m-portuguese-pt-sentence-encoder-ir Sentence Similarity ·884.6M params 110.7K 6 🤗 HF S sentence-transformers/stsb-xlm-r-multilingual Sentence Similarity ·278.0M params 108.2K 53 🤗 HF T shibing624/text2vec-base-chinese-paraphrase Sentence Similarity ·117.9M params 102.2K 78 🤗 HF N mlx-community/nomicai-modernbert-embed-base-bf16 Sentence Similarity 100.2K 1 🤗 HF M sentence-transformers/msmarco-distilbert-base-v4 Sentence Similarity ·66.4M params 99.5K 12 🤗 HF S Stern5497/sbert-legal-xlm-roberta-base Sentence Similarity 98.1K 5 🤗 HF G avsolatorio/GIST-small-Embedding-v0 Sentence Similarity ·33.4M params 92.6K 33 🤗 HF M sentence-transformers/multi-qa-mpnet-base-cos-v1 Sentence Similarity ·109.5M params 91.3K 42 🤗 HF S Qdrant/Splade_PP_en_v1 Sentence Similarity 90.2K 7 🤗 HF E unsloth/embeddinggemma-300m Sentence Similarity ·302.9M params 87.8K 8 🤗 HF K HIT-TMG/KaLM-embedding-multilingual-mini-v1 Sentence Similarity ·494.0M params 86.2K 31 🤗 HF G lightonai/GTE-ModernColBERT-v1 Sentence Similarity ·149.0M params 83.4K 175 🤗 HF

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