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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 2026-09-08

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Embedding Leaderboard Models

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

30 of 365 rows
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Model
LLMBoard score
Input -> output
Context
Parameters
Capabilities
Released
ModelKLQZhou-EmbeddingKingsoft LlmLLMBoard score90.18Input -> outputtext -> embeddingContext8.2KParameters7.1BCapabilitiesN/AReleasedAug 24, 2025
ModelJCingot-8b-r3JcornersLLMBoard score89.89Input -> outputtext -> embeddingContext32.8KParameters7.6BCapabilitiesN/AReleasedMay 23, 2026
ModelINJasper-Token-Compression-600MInfgradLLMBoard score89.23Input -> outputtext -> embeddingContext32.8KParameters607MCapabilitiesN/AReleasedNov 14, 2025
ModelACQwen3-Embedding-8BAlibaba Cloud / Qwen TeamLLMBoard score89.07Input -> outputtext -> embeddingContext32.8KParameters7.6BCapabilitiesN/AReleasedJun 5, 2025
ModelBSSeed1.5-EmbeddingBytedance SeedLLMBoard score88.41Input -> outputtext -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedApr 25, 2025
ModelACQwen3-Embedding-4BAlibaba Cloud / Qwen TeamLLMBoard score87.69Input -> outputtext -> embeddingContext32.8KParameters4BCapabilitiesN/AReleasedJun 5, 2025
ModelBYSeed1.6-embeddingByteDanceLLMBoard score87.33Input -> outputtext, image -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedJun 18, 2025
ModelANLGAI-Embedding-PreviewAnnamodelsLLMBoard score86.76Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJun 11, 2025
ModelCAF2LLM-v2-14BCodefuse AiLLMBoard score85.90Input -> outputtext -> embeddingContext41KParameters14BCapabilitiesN/AReleasedMar 9, 2026
ModelGOGemini Embedding 001GoogleLLMBoard score85.37Input -> outputtext -> textContext2KParametersN/ACapabilitiesN/AReleasedMay 20, 2025
ModelCAF2LLM-v2-8BCodefuse AiLLMBoard score85.03Input -> outputtext -> embeddingContext41KParameters7.6BCapabilitiesN/AReleasedMar 9, 2026
ModelASGiga-Embeddings-instruct-3B-0826Ai SageLLMBoard score83.68Input -> outputtext -> embeddingContext8.2KParameters3.2BCapabilitiesN/AReleasedAug 19, 2026
ModelASGiga-Embeddings-instruct-10B-A1.8B-0826Ai SageLLMBoard score83.25Input -> outputtext -> embeddingContext8.2KParameters10.5BCapabilitiesN/AReleasedAug 19, 2026
ModelCAF2LLM-4BCodefuse AiLLMBoard score82.99Input -> outputtext -> embeddingContext8.2KParameters4BCapabilitiesN/AReleasedSep 18, 2025
ModelJIjina-embeddings-v5-text-smallJinaaiLLMBoard score82.89Input -> outputtext -> embeddingContext32.8KParameters596MCapabilitiesN/AReleasedFeb 17, 2026
ModelCAF2LLM-v2-4BCodefuse AiLLMBoard score82.57Input -> outputtext -> embeddingContext41KParameters4BCapabilitiesN/AReleasedMar 9, 2026
ModelIEYuan-embedding-2.0-enIeityuanLLMBoard score82.17Input -> outputtext -> embeddingContext2KParameters596MCapabilitiesN/AReleasedNov 27, 2025
ModelLALinq-Embed-MistralLinq Ai ResearchLLMBoard score80.70Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedMay 29, 2024
ModelJIjina-embeddings-v5-text-nanoJinaaiLLMBoard score80.42Input -> outputtext -> embeddingContext8.2KParameters212MCapabilitiesN/AReleasedFeb 17, 2026
ModelNOjasper_en_vision_language_v1NovasearchLLMBoard score80.29Input -> outputtext -> embeddingContext131.1KParameters1.6BCapabilitiesN/AReleasedDec 11, 2024
ModelASGiga-Embeddings-instructAi SageLLMBoard score80.03Input -> outputtext -> embeddingContext4.1KParameters3.2BCapabilitiesN/AReleasedSep 23, 2025
ModelCAF2LLM-v2-1.7BCodefuse AiLLMBoard score80.00Input -> outputtext -> embeddingContext41KParameters1.7BCapabilitiesN/AReleasedMar 9, 2026
ModelACQwen3-Embedding-0.6BAlibaba Cloud / Qwen TeamLLMBoard score79.89Input -> outputtext -> embeddingContext32.8KParameters596MCapabilitiesN/AReleasedJun 5, 2025
ModelCAF2LLM-1.7BCodefuse AiLLMBoard score79.83Input -> outputtext -> embeddingContext8.2KParameters1.7BCapabilitiesN/AReleasedSep 18, 2025
ModelSASFR-Embedding-MistralSalesforceLLMBoard score79.55Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJan 24, 2024
ModelNVNV-Embed-v2NVIDIALLMBoard score79.21Input -> outputtext -> embeddingContext32.8KParameters7.9BCapabilitiesN/AReleasedSep 9, 2024
ModelKEKaLM-embedding-multilingual-mini-instruct-v2.5Kalm EmbeddingLLMBoard score78.85Input -> outputtext -> embeddingContext512Parameters494MCapabilitiesN/AReleasedSep 30, 2025
ModelGOtext-embedding-005GoogleLLMBoard score78.18Input -> outputtext -> embeddingContext2KParametersN/ACapabilitiesN/AReleasedNov 18, 2024
ModelGOtext-embedding-004GoogleLLMBoard score78.16Input -> outputtext -> embeddingContext2KParametersN/ACapabilitiesN/AReleasedMay 14, 2024
ModelANgte-Qwen2-7B-instructAlibaba NlpLLMBoard score78.06Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJun 15, 2024

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

Leaderboard overview

Models365
Vendors108
Scored models363
Ranking status248 ranked
Models365108 vendors
Multimodal inputs105Products accepting more than one input modality

Vendor catalog mix

365 models
Sentence Transformers17
Google14
Voyageai12
Intfloat11
Codefuse Ai11
Jinaai11
Baai10
Salesforce10

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
DDNA-VL-STEER-2BDnotitiaYesYes-Yes----
ASGiga-Embeddings-instruct-10B-A1.8B-0826Ai SageYes-------
ASGiga-Embeddings-instruct-3B-0826Ai SageYes-------
KNano-Em1-0.6B-v2.1KitefishaiYes-------
ASGiga-Embeddings-instruct-480M-0826Ai SageYes-------
Cstatic-nomic-384-pten-v2-stCnmoroYes-------
Hbekko-embedding-v1-a25mHotchpotchYes-------
Hbekko-embedding-v1-a8mHotchpotchYes-------
WOwebAI-ColVec1.1-4bWebai OfficialYesYes------
WOwebAI-ColVec1.1-8bWebai OfficialYesYes------
KNano-Em1-0.6B-v2KitefishaiYes-------
VVultronRetrieverCore-Qwen3.5-4.5BVultrYesYes------

About Embedding Model Leaderboard

How does this embedding leaderboard work?

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

Which embedding model has the lowest listed price?

No positive native-unit price is currently available.

Which embedding model has the highest LLMBoard score?

QZhou-Embedding leads the available LLMBoard scores at 90.18.

How many embedding models support multiple input modalities?

105 of 365 catalog models have more than one listed input modality.

How many embedding models have no native price?

365 catalog models currently have no positive native-unit price listing.

How are prices displayed?

Price availability

With native price
0
Without native price
365

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.