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Model catalog

Embedding Model Leaderboard

This embedding model leaderboard compares the available benchmark ranking, score status, pricing and vector specifications across text and multimodal models.

Data as of 2026-08-17

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Embedding Leaderboard Models

Browse the embedding leaderboard ranking alongside the full catalog. Models without enough comparable benchmark evidence remain unscored.

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Model
LLMBoard score
Input -> output
Context
Parameters
Capabilities
Released
ModelKLQZhou-EmbeddingKingsoft LlmLLMBoard score90.1Input -> outputtext -> embeddingContext8.2KParameters7.1BCapabilitiesN/AReleasedAug 24, 2025
ModelJCingot-8b-r3JcornersLLMBoard score89.9Input -> outputtext -> embeddingContext32.8KParameters7.6BCapabilitiesN/AReleasedMay 23, 2026
ModelACQwen3-Embedding-8BAlibaba Cloud / Qwen TeamLLMBoard score89.2Input -> outputtext -> embeddingContext32.8KParameters7.6BCapabilitiesN/AReleasedJun 5, 2025
ModelINJasper-Token-Compression-600MInfgradLLMBoard score89.2Input -> outputtext -> embeddingContext32.8KParameters607MCapabilitiesN/AReleasedNov 14, 2025
ModelBSSeed1.5-EmbeddingBytedance SeedLLMBoard score88.5Input -> outputtext -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedApr 25, 2025
ModelACQwen3-Embedding-4BAlibaba Cloud / Qwen TeamLLMBoard score87.9Input -> outputtext -> embeddingContext32.8KParameters4BCapabilitiesN/AReleasedJun 5, 2025
ModelBYSeed1.6-embeddingByteDanceLLMBoard score87.3Input -> outputtext, image -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedJun 18, 2025
ModelANLGAI-Embedding-PreviewAnnamodelsLLMBoard score86.8Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJun 11, 2025
ModelCAF2LLM-v2-14BCodefuse AiLLMBoard score86.0Input -> outputtext -> embeddingContext41KParameters14BCapabilitiesN/AReleasedMar 9, 2026
ModelGOGemini Embedding 001GoogleLLMBoard score85.4Input -> outputtext -> textContext2KParametersN/ACapabilitiesN/AReleasedMay 20, 2025
ModelCAF2LLM-v2-8BCodefuse AiLLMBoard score85.2Input -> outputtext -> embeddingContext41KParameters7.6BCapabilitiesN/AReleasedMar 9, 2026
ModelCAF2LLM-4BCodefuse AiLLMBoard score83.2Input -> outputtext -> embeddingContext8.2KParameters4BCapabilitiesN/AReleasedSep 18, 2025
ModelJIjina-embeddings-v5-text-smallJinaaiLLMBoard score83.1Input -> outputtext -> embeddingContext32.8KParameters596MCapabilitiesN/AReleasedFeb 17, 2026
ModelCAF2LLM-v2-4BCodefuse AiLLMBoard score82.9Input -> outputtext -> embeddingContext41KParameters4BCapabilitiesN/AReleasedMar 9, 2026
ModelIEYuan-embedding-2.0-enIeityuanLLMBoard score82.4Input -> outputtext -> embeddingContext2KParameters596MCapabilitiesN/AReleasedNov 27, 2025
ModelLALinq-Embed-MistralLinq Ai ResearchLLMBoard score81.0Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedMay 29, 2024
ModelJIjina-embeddings-v5-text-nanoJinaaiLLMBoard score80.9Input -> outputtext -> embeddingContext8.2KParameters212MCapabilitiesN/AReleasedFeb 17, 2026
ModelJIjina-embeddings-v5-omni-smallJinaaiLLMBoard score80.8Input -> outputtext, image, audio, video -> embeddingContext32.8KParameters1.6BCapabilitiesN/AReleasedApr 1, 2026
ModelNOjasper_en_vision_language_v1NovasearchLLMBoard score80.7Input -> outputtext -> embeddingContext131.1KParameters1.6BCapabilitiesN/AReleasedDec 11, 2024
ModelASGiga-Embeddings-instructAi SageLLMBoard score80.3Input -> outputtext -> embeddingContext4.1KParameters3.2BCapabilitiesN/AReleasedSep 23, 2025
ModelCAF2LLM-v2-1.7BCodefuse AiLLMBoard score80.3Input -> outputtext -> embeddingContext41KParameters1.7BCapabilitiesN/AReleasedMar 9, 2026
ModelCAF2LLM-1.7BCodefuse AiLLMBoard score80.2Input -> outputtext -> embeddingContext8.2KParameters1.7BCapabilitiesN/AReleasedSep 18, 2025
ModelACQwen3-Embedding-0.6BAlibaba Cloud / Qwen TeamLLMBoard score80.1Input -> outputtext -> embeddingContext32.8KParameters596MCapabilitiesN/AReleasedJun 5, 2025
ModelSASFR-Embedding-MistralSalesforceLLMBoard score80.0Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJan 24, 2024
ModelNVNV-Embed-v2NVIDIALLMBoard score79.5Input -> outputtext -> embeddingContext32.8KParameters7.9BCapabilitiesN/AReleasedSep 9, 2024
ModelKEKaLM-embedding-multilingual-mini-instruct-v2.5Kalm EmbeddingLLMBoard score79.3Input -> outputtext -> embeddingContext512Parameters494MCapabilitiesN/AReleasedSep 30, 2025
ModelGOtext-embedding-005GoogleLLMBoard score78.7Input -> outputtext -> embeddingContext2KParametersN/ACapabilitiesN/AReleasedNov 18, 2024
ModelGOtext-embedding-004GoogleLLMBoard score78.7Input -> outputtext -> embeddingContext2KParametersN/ACapabilitiesN/AReleasedMay 14, 2024
ModelANgte-Qwen2-7B-instructAlibaba NlpLLMBoard score78.5Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJun 15, 2024
ModelITICT-TIME-and-Querit-embedding-v1Ict Time And QueritLLMBoard score76.7Input -> outputtext -> embeddingContext32.8KParameters4BCapabilitiesN/AReleasedMay 2, 2026
ModelNVNV-Embed-v1NVIDIALLMBoard score75.5Input -> outputtext -> embeddingContext32.8KParameters7.9BCapabilitiesN/AReleasedSep 13, 2024
ModelINe5-mistral-7b-instructIntfloatLLMBoard score75.3Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedFeb 8, 2024
ModelGRGeoEmbeddingGeogpt Research ProjectLLMBoard score75.2Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedApr 22, 2025
ModelITBOOM_4B_v1Ict Time And QueritLLMBoard score75.1Input -> outputtext -> embeddingContext32.8KParameters4BCapabilitiesN/AReleasedJan 31, 2026
ModelGOembeddinggemma-300mGoogleLLMBoard score74.2Input -> outputtext -> embeddingContext2KParameters308MCapabilitiesN/AReleasedSep 4, 2025
ModelTATarka-Embedding-350M-V1Tarka AirLLMBoard score74.0Input -> outputtext -> embeddingContext128KParameters354MCapabilitiesN/AReleasedNov 11, 2025
ModelCAF2LLM-0.6BCodefuse AiLLMBoard score73.6Input -> outputtext -> embeddingContext8.2KParameters596MCapabilitiesN/AReleasedSep 18, 2025
ModelCAF2LLM-v2-0.6BCodefuse AiLLMBoard score73.4Input -> outputtext -> embeddingContext41KParameters596MCapabilitiesN/AReleasedMar 9, 2026
ModelNOstella_en_400M_v5NovasearchLLMBoard score73.2Input -> outputtext -> embeddingContext8.2KParameters435MCapabilitiesN/AReleasedJul 12, 2024
ModelNOstella_en_1.5B_v5NovasearchLLMBoard score73.1Input -> outputtext -> embeddingContext131.1KParameters1.5BCapabilitiesN/AReleasedJul 12, 2024
ModelSASFR-Embedding-2_RSalesforceLLMBoard score71.7Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJun 14, 2024
ModelBIBidirLM-Omni-2.5B-EmbeddingBidirlmLLMBoard score71.6Input -> outputtext, image, audio, video -> embeddingContext32.8KParameters2.4BCapabilitiesN/AReleasedApr 7, 2026
ModelGRGritLM-7BGritlmLLMBoard score71.4Input -> outputtext -> embeddingContext32.8KParameters7.2BCapabilitiesN/AReleasedFeb 15, 2024
ModelANgte-Qwen1.5-7B-instructAlibaba NlpLLMBoard score70.9Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedApr 20, 2024
ModelWHUAE-Large-V1WhereisaiLLMBoard score70.3Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedDec 4, 2023
ModelGOtext-multilingual-embedding-002GoogleLLMBoard score70.1Input -> outputtext -> embeddingContext2KParametersN/ACapabilitiesN/AReleasedMay 14, 2024
ModelJIjina-embeddings-v5-omni-nanoJinaaiLLMBoard score69.6Input -> outputtext, image, audio, video -> embeddingContext8.2KParameters986MCapabilitiesN/AReleasedApr 1, 2026
ModelAVGIST-large-Embedding-v0AvsolatorioLLMBoard score69.3Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedFeb 14, 2024
ModelJIjina-embeddings-v3JinaaiLLMBoard score68.9Input -> outputtext -> embeddingContext8.2KParameters572MCapabilitiesN/AReleasedSep 18, 2024
ModelKINano-Em1-0.6B-v2.1KitefishaiLLMBoard score68.9Input -> outputtext -> embeddingContext41KParameters596MCapabilitiesN/AReleasedAug 11, 2026
ModelCAF2LLM-v2-330MCodefuse AiLLMBoard score68.7Input -> outputtext -> embeddingContext41KParameters334MCapabilitiesN/AReleasedMar 9, 2026
ModelMAmxbai-embed-large-v1Mixedbread AiLLMBoard score68.5Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedMar 7, 2024
ModelQUEVA02-CLIP-bigE-14-plusQuansunLLMBoard score68.3Input -> outputimage, text -> embeddingContext77Parameters5BCapabilitiesN/AReleasedApr 26, 2023
ModelCOCohere-embed-multilingual-v3.0CohereLLMBoard score67.2Input -> outputtext -> embeddingContextN/AParametersN/ACapabilitiesN/AReleasedNov 2, 2023
ModelBAbge-large-en-v1.5BaaiLLMBoard score67.1Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedSep 12, 2023
ModelINmultilingual-e5-large-instructIntfloatLLMBoard score66.6Input -> outputtext -> embeddingContext514Parameters560MCapabilitiesN/AReleasedFeb 8, 2024
ModelCOCohere-embed-english-v3.0CohereLLMBoard score66.3Input -> outputtext -> embeddingContext512ParametersN/ACapabilitiesN/AReleasedNov 2, 2023
ModelQUEVA02-CLIP-bigE-14QuansunLLMBoard score66.2Input -> outputimage, text -> embeddingContext77Parameters4.7BCapabilitiesN/AReleasedApr 26, 2023
ModelVOvoyage-large-2-instructVoyageaiLLMBoard score66.1Input -> outputtext -> embeddingContext16KParametersN/ACapabilitiesN/AReleasedMay 5, 2024
ModelANgte-Qwen2-1.5B-instructAlibaba NlpLLMBoard score65.8Input -> outputtext -> embeddingContext32.8KParameters1.5BCapabilitiesN/AReleasedJul 29, 2024
ModelGRGritLM-8x7BGritlmLLMBoard score65.7Input -> outputtext -> embeddingContext32.8KParameters57.9BCapabilitiesN/AReleasedFeb 15, 2024
ModelLACLIP-ViT-bigG-14-laion2B-39B-b160kLaionLLMBoard score65.6Input -> outputimage, text -> embeddingContext77Parameters2.5BCapabilitiesN/AReleasedJan 23, 2023
ModelJIjina-embeddings-v4JinaaiLLMBoard score65.4Input -> outputimage, text -> embeddingContext32.8KParameters3.9BCapabilitiesN/AReleasedJun 24, 2025
ModelAVNoInstruct-small-Embedding-v0AvsolatorioLLMBoard score65.1Input -> outputtext -> embeddingContext512Parameters33MCapabilitiesN/AReleasedMay 1, 2024
ModelAVGIST-Embedding-v0AvsolatorioLLMBoard score64.8Input -> outputtext -> embeddingContext512Parameters109MCapabilitiesN/AReleasedJan 31, 2024
ModelVOvoyage-3-m-expVoyageaiLLMBoard score64.7Input -> outputtext -> embeddingContext32KParameters6.9BCapabilitiesN/AReleasedJan 8, 2025
ModelGAgeevec-embeddings-1.0Geevec AiLLMBoard score64.2Input -> outputtext -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedApr 2, 2026
ModelINinf-retriever-v1InflyLLMBoard score63.1Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedDec 24, 2024
ModelLACLIP-ViT-L-14-DataComp.XL-s13B-b90KLaionLLMBoard score62.9Input -> outputimage, text -> embeddingContext77Parameters428MCapabilitiesN/AReleasedApr 26, 2023
ModelGAgeevec-embeddings-1.0-liteGeevec AiLLMBoard score62.8Input -> outputtext -> embeddingContext32.8KParameters366MCapabilitiesN/AReleasedApr 2, 2026
ModelINinf-retriever-v1-1.5bInflyLLMBoard score62.4Input -> outputtext -> embeddingContext32.8KParameters1.5BCapabilitiesN/AReleasedFeb 8, 2025
ModelLACLIP-ViT-g-14-laion2B-s34B-b88KLaionLLMBoard score62.2Input -> outputimage, text -> embeddingContext77Parameters1.4BCapabilitiesN/AReleasedMar 6, 2023
ModelTHgte-largeThenlperLLMBoard score62.2Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedJul 27, 2023
ModelOPtext-embedding-3-largeOpenAILLMBoard score62.1Input -> outputtext -> embeddingContext8.2KParametersN/ACapabilitiesN/AReleasedJan 25, 2024
ModelBAbge-base-en-v1.5BaaiLLMBoard score61.2Input -> outputtext -> embeddingContext512Parameters109MCapabilitiesN/AReleasedSep 11, 2023
ModelGOsiglip-so400m-patch14-384GoogleLLMBoard score61.2Input -> outputimage, text -> embeddingContext64Parameters878MCapabilitiesN/AReleasedJan 8, 2024
ModelTEConan-embedding-v2TencentbacLLMBoard score60.6Input -> outputtext -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedApr 10, 2025
ModelLACLIP-ViT-H-14-laion2B-s32B-b79KLaionLLMBoard score60.0Input -> outputimage, text -> embeddingContext77Parameters986MCapabilitiesN/AReleasedSep 15, 2022
ModelAVGIST-small-Embedding-v0AvsolatorioLLMBoard score60.0Input -> outputtext -> embeddingContext512Parameters33MCapabilitiesN/AReleasedFeb 3, 2024
ModelINstella-base-en-v2InfgradLLMBoard score59.8Input -> outputtext -> embeddingContext512Parameters109MCapabilitiesN/AReleasedOct 19, 2023
ModelGOsiglip-large-patch16-384GoogleLLMBoard score59.7Input -> outputimage, text -> embeddingContext64Parameters652MCapabilitiesN/AReleasedJan 8, 2024
ModelYILENS-d8000YibinleiLLMBoard score59.4Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJan 17, 2025
ModelPRmini-gtePrdevLLMBoard score59.3Input -> outputtext -> embeddingContext512Parameters66MCapabilitiesN/AReleasedJan 28, 2025
ModelYILENS-d4000YibinleiLLMBoard score59.1Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJan 17, 2025
ModelBAbge-en-iclBaaiLLMBoard score59.0Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJul 25, 2024
ModelTATarka-Embedding-150M-V1Tarka AirLLMBoard score59.0Input -> outputtext -> embeddingContext2KParameters156MCapabilitiesN/AReleasedNov 4, 2025
ModelGOsiglip-large-patch16-256GoogleLLMBoard score58.8Input -> outputimage, text -> embeddingContext64Parameters652MCapabilitiesN/AReleasedJan 8, 2024
ModelVOvoyage-multimodal-3VoyageaiLLMBoard score58.5Input -> outputimage, text -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedNov 10, 2024
ModelVPSearchMap_PreviewVplabsLLMBoard score58.3Input -> outputtext -> embeddingContext8.2KParameters435MCapabilitiesN/AReleasedMar 5, 2025
ModelMNLLM2Vec-Mistral-7B-Instruct-v2-mntp-supervisedMcgill NlpLLMBoard score58.3Input -> outputtext -> embeddingContext32.8KParameters7.2BCapabilitiesN/AReleasedApr 9, 2024
ModelBAbge-multilingual-gemma2BaaiLLMBoard score57.8Input -> outputtext -> embeddingContext8.2KParameters9.2BCapabilitiesN/AReleasedJul 25, 2024
ModelANgme-Qwen2-VL-7B-InstructAlibaba NlpLLMBoard score57.8Input -> outputimage, text -> embeddingContext32.8KParameters7.7BCapabilitiesN/AReleasedDec 24, 2024
ModelBAbge-small-en-v1.5BaaiLLMBoard score57.3Input -> outputtext -> embeddingContext512Parameters33MCapabilitiesN/AReleasedSep 12, 2023
ModelLACLIP-ViT-L-14-laion2B-s32B-b82KLaionLLMBoard score57.1Input -> outputimage, text -> embeddingContext77Parameters428MCapabilitiesN/AReleasedSep 15, 2022
ModelZAZeta-Alpha-E5-MistralZeta Alpha AiLLMBoard score56.8Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedAug 30, 2024
ModelHTKaLM-embedding-multilingual-mini-instruct-v2Hit TmgLLMBoard score56.5Input -> outputtext -> embeddingContext512Parameters494MCapabilitiesN/AReleasedJun 25, 2025
ModelCOCohere-embed-english-light-v3.0CohereLLMBoard score56.5Input -> outputtext -> embeddingContext512ParametersN/ACapabilitiesN/AReleasedNov 2, 2023
ModelANgte-multilingual-baseAlibaba NlpLLMBoard score56.4Input -> outputtext -> embeddingContext8.2KParameters305MCapabilitiesN/AReleasedJul 20, 2024
ModelIGgranite-embedding-english-r2Ibm GraniteLLMBoard score56.4Input -> outputtext -> embeddingContext8.2KParameters149MCapabilitiesN/AReleasedAug 15, 2025
ModelHTKaLM-embedding-multilingual-mini-v1Hit TmgLLMBoard score56.4Input -> outputtext -> embeddingContext512Parameters494MCapabilitiesN/AReleasedAug 27, 2024
ModelTHgte-baseThenlperLLMBoard score56.3Input -> outputtext -> embeddingContext512Parameters109MCapabilitiesN/AReleasedJul 27, 2023
ModelMNLLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervisedMcgill NlpLLMBoard score56.3Input -> outputtext -> embeddingContext8.2KParameters7.5BCapabilitiesN/AReleasedApr 9, 2024
ModelABMedEmbed-small-v0.1AbhinandLLMBoard score56.1Input -> outputtext -> embeddingContext512Parameters33MCapabilitiesN/AReleasedOct 20, 2024
ModelCAF2LLM-v2-160MCodefuse AiLLMBoard score56.1Input -> outputtext -> embeddingContext41KParameters159MCapabilitiesN/AReleasedMar 9, 2026
ModelQUEVA02-CLIP-L-14QuansunLLMBoard score56.0Input -> outputimage, text -> embeddingContext77Parameters428MCapabilitiesN/AReleasedApr 26, 2023
ModelLLember-v1LlmrailsLLMBoard score55.7Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedOct 10, 2023
ModelMOmdbr-leaf-mtMongodbLLMBoard score55.6Input -> outputtext -> embeddingContext512Parameters23MCapabilitiesN/AReleasedAug 27, 2025
ModelW6b1ade-embedW601SxsLLMBoard score55.1Input -> outputtext -> embeddingContext4.1KParameters335MCapabilitiesN/AReleasedMar 10, 2025
ModelLAbilingual-embedding-largeLajavanessLLMBoard score55.1Input -> outputtext -> embeddingContext514Parameters560MCapabilitiesN/AReleasedJun 24, 2024
ModelOPclip-vit-large-patch14OpenAILLMBoard score55.0Input -> outputimage, text -> embeddingContext77Parameters428MCapabilitiesN/AReleasedFeb 26, 2021
ModelSNsnowflake-arctic-embed-l-v2.0SnowflakeLLMBoard score54.7Input -> outputtext -> embeddingContext8.2KParameters568MCapabilitiesN/AReleasedDec 4, 2024
ModelANgte-modernbert-baseAlibaba NlpLLMBoard score54.6Input -> outputtext -> embeddingContext8.2KParameters149MCapabilitiesN/AReleasedJan 21, 2025
ModelOPtext-embedding-3-smallOpenAILLMBoard score54.4Input -> outputtext -> embeddingContext8.2KParametersN/ACapabilitiesN/AReleasedJan 25, 2024
ModelSTgtr-t5-largeSentence TransformersLLMBoard score54.4Input -> outputtext -> embeddingContext512Parameters336MCapabilitiesN/AReleasedFeb 9, 2022
ModelSTsentence-t5-baseSentence TransformersLLMBoard score54.3Input -> outputtext -> embeddingContext512Parameters223MCapabilitiesN/AReleasedFeb 9, 2022
ModelBAbge-large-enBaaiLLMBoard score54.3Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedAug 5, 2023
ModelIGgranite-embedding-125m-englishIbm GraniteLLMBoard score54.2Input -> outputtext -> embeddingContext512Parameters125MCapabilitiesN/AReleasedDec 18, 2024
ModelSTsentence-t5-largeSentence TransformersLLMBoard score54.2Input -> outputtext -> embeddingContext512Parameters336MCapabilitiesN/AReleasedFeb 9, 2022
ModelSNsnowflake-arctic-embed-m-longSnowflakeLLMBoard score54.0Input -> outputtext -> embeddingContext2KParameters137MCapabilitiesN/AReleasedApr 12, 2024
ModelVOvoyage-code-3VoyageaiLLMBoard score53.9Input -> outputtext -> embeddingContext32KParametersN/ACapabilitiesN/AReleasedDec 4, 2024
ModelFAdinov2-largeFacebookLLMBoard score53.9Input -> outputimage -> embeddingContextN/AParameters304MCapabilitiesN/AReleasedJul 18, 2023
ModelFAdinov2-baseFacebookLLMBoard score53.9Input -> outputimage -> embeddingContextN/AParameters87MCapabilitiesN/AReleasedJul 18, 2023
ModelHTKaLM-embedding-multilingual-mini-instruct-v1.5Hit TmgLLMBoard score53.6Input -> outputtext -> embeddingContext512Parameters494MCapabilitiesN/AReleasedDec 26, 2024
ModelMNLLM2Vec-Llama-2-7b-chat-hf-mntp-supervisedMcgill NlpLLMBoard score53.5Input -> outputtext -> embeddingContext32.8KParameters6.6BCapabilitiesN/AReleasedApr 9, 2024
ModelQUQuerit-4BQueritLLMBoard score53.4Input -> outputtext -> embeddingContext41KParameters4BCapabilitiesN/AReleasedJun 14, 2026
ModelMAmxbai-embed-2d-large-v1Mixedbread AiLLMBoard score53.4Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedMar 4, 2024
ModelLACLIP-ViT-B-16-DataComp.XL-s13B-b90KLaionLLMBoard score53.2Input -> outputimage, text -> embeddingContext77Parameters150MCapabilitiesN/AReleasedApr 26, 2023
ModelANgte-base-en-v1.5Alibaba NlpLLMBoard score53.1Input -> outputtext -> embeddingContext8.2KParameters137MCapabilitiesN/AReleasedJun 20, 2024
ModelFAdinov2-giantFacebookLLMBoard score53.0Input -> outputimage -> embeddingContextN/AParameters1.1BCapabilitiesN/AReleasedJul 18, 2023
ModelANgme-Qwen2-VL-2B-InstructAlibaba NlpLLMBoard score53.0Input -> outputimage, text -> embeddingContext32.8KParameters2.2BCapabilitiesN/AReleasedDec 24, 2024
ModelIGgranite-embedding-311m-multilingual-r2Ibm GraniteLLMBoard score52.9Input -> outputtext -> embeddingContext8.2KParameters312MCapabilitiesN/AReleasedApr 29, 2026
ModelKINano-Em1-0.6B-v2KitefishaiLLMBoard score52.9Input -> outputtext -> embeddingContext41KParameters596MCapabilitiesN/AReleasedJul 20, 2026
ModelQUQueritQueritLLMBoard score52.5Input -> outputtext -> embeddingContext4.1KParameters4.9BCapabilitiesN/AReleasedMay 14, 2026
ModelJXcde-small-v1JxmLLMBoard score52.4Input -> outputtext -> embeddingContext512Parameters281MCapabilitiesN/AReleasedSep 24, 2024
ModelTHgte-smallThenlperLLMBoard score52.4Input -> outputtext -> embeddingContext512Parameters33MCapabilitiesN/AReleasedJul 27, 2023
ModelDUArgus-Colqwen3.5-9b-v0Datascience UibkLLMBoard score52.4Input -> outputimage, text -> embeddingContext32.8KParameters8.8BCapabilitiesN/AReleasedMay 5, 2026
ModelNVnemotron-colembed-vl-8b-v2NVIDIALLMBoard score52.3Input -> outputimage, text -> embeddingContext262.1KParameters8.7BCapabilitiesN/AReleasedJan 7, 2026
ModelJXcde-small-v2JxmLLMBoard score52.3Input -> outputtext -> embeddingContext512Parameters306MCapabilitiesN/AReleasedJan 13, 2025
ModelVOvoyage-law-2VoyageaiLLMBoard score52.3Input -> outputtext -> embeddingContext16KParametersN/ACapabilitiesN/AReleasedApr 15, 2024
ModelDUArgus-Colqwen3.5-9b-v0-bf16Datascience UibkLLMBoard score52.2Input -> outputimage, text -> embeddingContext32.8KParameters8.8BCapabilitiesN/AReleasedMay 5, 2026
ModelNAnomic-embed-text-v1Nomic AiLLMBoard score52.2Input -> outputtext -> embeddingContext8.2KParameters137MCapabilitiesN/AReleasedJan 31, 2024
ModelDUArgus-Colqwen3.5-4b-v0Datascience UibkLLMBoard score52.2Input -> outputimage, text -> embeddingContext32.8KParameters4.7BCapabilitiesN/AReleasedApr 29, 2026
ModelVUVultronRetrieverCore-Qwen3.5-4.5BVultrLLMBoard score52.1Input -> outputimage, text -> embeddingContext262.1KParameters4.5BCapabilitiesN/AReleasedJun 22, 2026
ModelBAbge-base-enBaaiLLMBoard score52.1Input -> outputtext -> embeddingContext512Parameters109MCapabilitiesN/AReleasedAug 5, 2023
ModelDUArgus-Colqwen3.5-4b-v0-bf16Datascience UibkLLMBoard score52.1Input -> outputimage, text -> embeddingContext32.8KParameters4.7BCapabilitiesN/AReleasedMay 3, 2026
ModelVUVultronRetrieverPrime-Qwen3.5-8BVultrLLMBoard score52.0Input -> outputimage, text -> embeddingContext262.1KParameters8.4BCapabilitiesN/AReleasedJun 18, 2026
ModelNVllama-nemotron-colembed-vl-3b-v2NVIDIALLMBoard score52.0Input -> outputimage, text -> embeddingContext8.2KParameters4.4BCapabilitiesN/AReleasedJan 21, 2026
ModelNVnemotron-colembed-vl-4b-v2NVIDIALLMBoard score51.9Input -> outputimage, text -> embeddingContext262.1KParameters4.8BCapabilitiesN/AReleasedJan 7, 2026
ModelAScolqwen3.5-4.5B-v3Athrael SojuLLMBoard score51.8Input -> outputimage, text -> embeddingContext262.1KParameters4.6BCapabilitiesN/AReleasedMar 15, 2026
ModelLELCO-Embedding-Omni-7BLco EmbeddingLLMBoard score51.8Input -> outputaudio, image, text, video -> embeddingContext32.8KParameters8.9BCapabilitiesN/AReleasedOct 15, 2025
ModelDUArgus-Colqwen3.5-2b-v0Datascience UibkLLMBoard score51.8Input -> outputimage, text -> embeddingContext32.8KParameters2.3BCapabilitiesN/AReleasedMay 3, 2026
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ModelOIArabic-MiniLM-L12-v2-all-nli-tripletOmartificial Intelligence SpaceLLMBoard score27.2Input -> outputtext -> embeddingContext512Parameters118MCapabilitiesN/AReleasedJun 25, 2024
ModelMIWartortleMihaiiiLLMBoard score26.5Input -> outputtext -> embeddingContext512Parameters17MCapabilitiesN/AReleasedApr 30, 2024
ModelMIgte-microMihaiiiLLMBoard score25.8Input -> outputtext -> embeddingContext512Parameters17MCapabilitiesN/AReleasedApr 21, 2024
ModelMIpotion-base-32MMinishlabLLMBoard score25.4Input -> outputtext -> embeddingContextN/AParameters32MCapabilitiesN/AReleasedJan 22, 2025
ModelETebind-fullEncord TeamLLMBoard score25.1Input -> outputtext, image, audio, video -> embeddingContext512Parameters1.8BCapabilitiesN/AReleasedNov 19, 2025
ModelMIpotion-retrieval-32MMinishlabLLMBoard score24.1Input -> outputtext -> embeddingContextN/AParameters32MCapabilitiesN/AReleasedJan 23, 2025
ModelOIArabic-labse-MatryoshkaOmartificial Intelligence SpaceLLMBoard score24.0Input -> outputtext -> embeddingContext512Parameters471MCapabilitiesN/AReleasedJun 16, 2024
ModelMIpotion-base-8MMinishlabLLMBoard score23.2Input -> outputtext -> embeddingContextN/AParameters8MCapabilitiesN/AReleasedOct 29, 2024
ModelOMarabic-english-sts-matryoshkaOmarelshehyLLMBoard score22.2Input -> outputtext -> embeddingContext514Parameters560MCapabilitiesN/AReleasedOct 13, 2024
ModelMIVenusaurMihaiiiLLMBoard score22.0Input -> outputtext -> embeddingContext512Parameters16MCapabilitiesN/AReleasedApr 29, 2024
ModelGASTS-multilingual-mpnet-base-v2GameseloLLMBoard score21.6Input -> outputtext -> embeddingContext514Parameters278MCapabilitiesN/AReleasedJun 7, 2024
ModelJIjina-embeddings-v2-base-enJinaaiLLMBoard score21.4Input -> outputtext -> embeddingContext8.2KParameters137MCapabilitiesN/AReleasedSep 27, 2023
ModelMIpotion-base-4MMinishlabLLMBoard score21.2Input -> outputtext -> embeddingContextN/AParameters4MCapabilitiesN/AReleasedOct 29, 2024
ModelMISquirtleMihaiiiLLMBoard score20.9Input -> outputtext -> embeddingContext512Parameters16MCapabilitiesN/AReleasedApr 30, 2024
ModelSTstatic-retrieval-mrl-en-v1Sentence TransformersLLMBoard score20.7Input -> outputtext -> embeddingContextN/AParameters31MCapabilitiesN/AReleasedOct 24, 2024
ModelAAGerman_Semantic_STS_V2Aari1995LLMBoard score20.5Input -> outputtext -> embeddingContext512Parameters336MCapabilitiesN/AReleasedNov 17, 2022
ModelSTstatic-similarity-mrl-multilingual-v1Sentence TransformersLLMBoard score20.4Input -> outputtext -> embeddingContextN/AParameters108MCapabilitiesN/AReleasedJan 15, 2025
ModelMIM2V_base_gloveMinishlabLLMBoard score19.4Input -> outputtext -> embeddingContextN/AParameters102MCapabilitiesN/AReleasedSep 21, 2024
ModelCOcai-lunaris-text-embeddingsConsciousaiLLMBoard score19.2Input -> outputtext -> embeddingContext512Parameters335MCapabilitiesN/AReleasedJun 22, 2023
ModelSTLaBSESentence TransformersLLMBoard score18.0Input -> outputtext -> embeddingContext512Parameters471MCapabilitiesN/AReleasedNov 1, 2019
ModelMIpotion-multilingual-128MMinishlabLLMBoard score18.0Input -> outputtext -> embeddingContextN/AParameters128MCapabilitiesN/AReleasedMay 23, 2025
ModelMIM2V_base_glove_subwordMinishlabLLMBoard score17.9Input -> outputtext -> embeddingContextN/AParameters103MCapabilitiesN/AReleasedSep 21, 2024
ModelDEUSER-baseDeepvkLLMBoard score17.2Input -> outputtext -> embeddingContext512Parameters427MCapabilitiesN/AReleasedJun 10, 2024
ModelMIM2V_base_outputMinishlabLLMBoard score17.1Input -> outputtext -> embeddingContextN/AParameters8MCapabilitiesN/AReleasedSep 21, 2024
ModelCOLaBSE-en-ruCointegratedLLMBoard score17.0Input -> outputtext -> embeddingContext512Parameters129MCapabilitiesN/AReleasedJun 10, 2021
ModelMIpotion-base-2MMinishlabLLMBoard score16.9Input -> outputtext -> embeddingContextN/AParameters2MCapabilitiesN/AReleasedOct 29, 2024
ModelJAgemma-2b-embeddingsJaumeLLMBoard score15.7Input -> outputtext -> embeddingContext8.2KParameters2.5BCapabilitiesN/AReleasedJun 29, 2024
ModelSErubert-tiny-turboSergeyzhLLMBoard score15.3Input -> outputtext -> embeddingContext2KParameters29MCapabilitiesN/AReleasedJun 21, 2024
ModelCOrubert-tiny2CointegratedLLMBoard score13.8Input -> outputtext -> embeddingContext2KParameters29MCapabilitiesN/AReleasedOct 28, 2021
ModelSAsilma-embeddding-matryoshka-v0.1Silma AiLLMBoard score12.9Input -> outputtext -> embeddingContext512Parameters135MCapabilitiesN/AReleasedOct 12, 2024
ModelCOrubert-tinyCointegratedLLMBoard score12.8Input -> outputtext -> embeddingContext512Parameters12MCapabilitiesN/AReleasedMay 24, 2021
ModelOIArabic-mpnet-base-all-nli-tripletOmartificial Intelligence SpaceLLMBoard score12.7Input -> outputtext -> embeddingContext514Parameters109MCapabilitiesN/AReleasedJun 15, 2024
ModelOIArabert-all-nli-triplet-MatryoshkaOmartificial Intelligence SpaceLLMBoard score11.9Input -> outputtext -> embeddingContext512Parameters135MCapabilitiesN/AReleasedJun 16, 2024
ModelOIMarbert-all-nli-triplet-MatryoshkaOmartificial Intelligence SpaceLLMBoard score11.7Input -> outputtext -> embeddingContext512Parameters163MCapabilitiesN/AReleasedJun 17, 2024
ModelDEdistilrubert-small-cased-conversationalDeeppavlovLLMBoard score11.4Input -> outputtext -> embeddingContext512Parameters107MCapabilitiesN/AReleasedJun 28, 2022
ModelDErubert-base-cased-sentenceDeeppavlovLLMBoard score11.2Input -> outputtext -> embeddingContext512Parameters107MCapabilitiesN/AReleasedMar 4, 2020
ModelAFsbert_large_mt_nlu_ruAi ForeverLLMBoard score11.0Input -> outputtext -> embeddingContext512Parameters427MCapabilitiesN/AReleasedMay 18, 2021
ModelDErubert-base-casedDeeppavlovLLMBoard score10.1Input -> outputtext -> embeddingContext512Parameters1.3BCapabilitiesN/AReleasedMar 4, 2020
ModelAFsbert_large_nlu_ruAi ForeverLLMBoard score9.9Input -> outputtext -> embeddingContext512Parameters427MCapabilitiesN/AReleasedNov 20, 2020
ModelDEdeberta-v1-baseDeepvkLLMBoard score9.6Input -> outputtext -> embeddingContext512Parameters124MCapabilitiesN/AReleasedFeb 7, 2023
ModelMAternary-weight-embeddingMalenia1LLMBoard score9.4Input -> outputtext -> embeddingContext512Parameters99MCapabilitiesN/AReleasedOct 23, 2024
ModelMTbaseline-random-encoderMtebLLMBoard score8.5Input -> outputtext, image, audio, video -> embeddingContextN/AParametersN/ACapabilitiesN/AReleasedN/A
ModelGOGemini Embedding 2GoogleLLMBoard scoreN/AInput -> outputtext, image, audio, video, pdf -> textContext8.2KParametersN/ACapabilitiesattachmentsReleasedApr 22, 2026
ModelNVLlama Nemotron Embed VL 1BNVIDIALLMBoard scoreN/AInput -> outputtext, image -> textContext32.8KParametersN/ACapabilitiesattachmentsReleasedFeb 10, 2026

This leaderboard uses evaluation and benchmark evidence only for scores. Price, context and model specifications remain separate from the ranking.

Leaderboard overview

Models352
Vendors104
Scored models350
Ranking status243 ranked
Models352104 vendors
Multimodal inputs96Products accepting more than one input modality

Vendor catalog mix

352 models
Sentence Transformers17Google14Voyageai12Jinaai11Intfloat11Codefuse Ai11Salesforce10Baai10

Price availability

With native price
0
Without native price
352

Embedding Input and Output Modalities

Compare input and output support alongside the leaderboard; modality support does not change the benchmark ranking.

ModelIn: textIn: imageIn: audioIn: videoOut: textOut: imageOut: audioOut: video
KNano-Em1-0.6B-v2.1KitefishaiYes———————
Hbekko-embedding-v1-a25mHotchpotchYes———————
Hbekko-embedding-v1-a8mHotchpotchYes———————
KNano-Em1-0.6B-v2KitefishaiYes———————
VVultronRetrieverCore-Qwen3.5-4.5BVultrYesYes——————
VVultronRetrieverFlash-Qwen3.5-0.8BVultrYesYes——————
VVultronRetrieverPrime-Qwen3.5-8BVultrYesYes——————
QQuerit-4BQueritYes———————
Jingot-8b-r3JcornersYes———————
QQueritQueritYes———————
Mbaseline-bm25sMtebYes———————
DUArgus-Colqwen3.5-9b-v0Datascience UibkYesYes——————

About Embedding Model Leaderboard

How does this embedding leaderboard work?

350 models currently have a domain-specific LLMBoard score. The leaderboard ranking uses matched benchmark evidence, while coverage and provisional status identify incomplete evidence.

How are prices displayed?

Prices retain the unit returned by the catalog, such as per image, per second, per minute or per million characters. They are never shown as token prices.

Why can a model have no price?

Some models do not have a current price listing in their native billing unit.