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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 2026-10-22

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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 399 rows
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Model
LLMBoard score
Input -> output
Context
Parameters
Capabilities
Released
ModelKLQZhou-EmbeddingKingsoft LlmLLMBoard score90.23Input -> outputtext -> embeddingContext8.2KParameters7.1BCapabilitiesN/AReleasedAug 24, 2025
ModelJCingot-8b-r3JcornersLLMBoard score89.94Input -> outputtext -> embeddingContext32.8KParameters7.6BCapabilitiesN/AReleasedMay 23, 2026
ModelINJasper-Token-Compression-600MInfgradLLMBoard score89.30Input -> outputtext -> embeddingContext32.8KParameters607MCapabilitiesN/AReleasedNov 14, 2025
ModelACQwen3-Embedding-8BAlibaba Cloud / Qwen TeamLLMBoard score89.14Input -> outputtext -> embeddingContext32.8KParameters7.6BCapabilitiesN/AReleasedJun 5, 2025
ModelBSSeed1.5-EmbeddingBytedance SeedLLMBoard score88.48Input -> outputtext -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedApr 25, 2025
ModelACQwen3-Embedding-4BAlibaba Cloud / Qwen TeamLLMBoard score87.78Input -> outputtext -> embeddingContext32.8KParameters4BCapabilitiesN/AReleasedJun 5, 2025
ModelBYSeed1.6-embeddingByteDanceLLMBoard score87.43Input -> outputtext, image -> embeddingContext32.8KParametersN/ACapabilitiesN/AReleasedJun 18, 2025
ModelANLGAI-Embedding-PreviewAnnamodelsLLMBoard score86.86Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJun 11, 2025
ModelCAF2LLM-v2-14BCodefuse AiLLMBoard score85.90Input -> outputtext -> embeddingContext41KParameters14BCapabilitiesN/AReleasedMar 9, 2026
ModelGOGemini Embedding 001GoogleLLMBoard score85.49Input -> outputtext -> textContext2KParametersN/ACapabilitiesN/AReleasedMay 20, 2025
ModelCAF2LLM-v2-8BCodefuse AiLLMBoard score85.06Input -> outputtext -> embeddingContext41KParameters7.6BCapabilitiesN/AReleasedMar 9, 2026
ModelASGiga-Embeddings-instruct-3B-0826Ai SageLLMBoard score83.73Input -> outputtext -> embeddingContext8.2KParameters3.2BCapabilitiesN/AReleasedAug 19, 2026
ModelASGiga-Embeddings-instruct-10B-A1.8B-0826Ai SageLLMBoard score83.30Input -> outputtext -> embeddingContext8.2KParameters10.5BCapabilitiesN/AReleasedAug 19, 2026
ModelCAF2LLM-4BCodefuse AiLLMBoard score83.11Input -> outputtext -> embeddingContext8.2KParameters4BCapabilitiesN/AReleasedSep 18, 2025
ModelCAF2LLM-v2-4BCodefuse AiLLMBoard score82.64Input -> outputtext -> embeddingContext41KParameters4BCapabilitiesN/AReleasedMar 9, 2026
ModelIEYuan-embedding-2.0-enIeityuanLLMBoard score82.16Input -> outputtext -> embeddingContext2KParameters596MCapabilitiesN/AReleasedNov 27, 2025
ModelJIjina-embeddings-v5-text-smallJinaaiLLMBoard score81.30Input -> outputtext -> embeddingContext32.8KParameters596MCapabilitiesN/AReleasedFeb 17, 2026
ModelLALinq-Embed-MistralLinq Ai ResearchLLMBoard score80.78Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedMay 29, 2024
ModelJIjina-embeddings-v5-text-nanoJinaaiLLMBoard score80.50Input -> outputtext -> embeddingContext8.2KParameters212MCapabilitiesN/AReleasedFeb 17, 2026
ModelASGiga-Embeddings-instructAi SageLLMBoard score80.07Input -> outputtext -> embeddingContext4.1KParameters3.2BCapabilitiesN/AReleasedSep 23, 2025
ModelNOjasper_en_vision_language_v1NovasearchLLMBoard score80.03Input -> outputtext -> embeddingContext131.1KParameters1.6BCapabilitiesN/AReleasedDec 11, 2024
ModelACQwen3-Embedding-0.6BAlibaba Cloud / Qwen TeamLLMBoard score79.92Input -> outputtext -> embeddingContext32.8KParameters596MCapabilitiesN/AReleasedJun 5, 2025
ModelCAF2LLM-v2-1.7BCodefuse AiLLMBoard score79.73Input -> outputtext -> embeddingContext41KParameters1.7BCapabilitiesN/AReleasedMar 9, 2026
ModelCAF2LLM-1.7BCodefuse AiLLMBoard score79.69Input -> outputtext -> embeddingContext8.2KParameters1.7BCapabilitiesN/AReleasedSep 18, 2025
ModelSASFR-Embedding-MistralSalesforceLLMBoard score79.61Input -> outputtext -> embeddingContext32.8KParameters7.1BCapabilitiesN/AReleasedJan 24, 2024
ModelNVNV-Embed-v2NVIDIALLMBoard score79.32Input -> outputtext -> embeddingContext32.8KParameters7.9BCapabilitiesN/AReleasedSep 9, 2024
ModelKEKaLM-embedding-multilingual-mini-instruct-v2.5Kalm EmbeddingLLMBoard score78.81Input -> outputtext -> embeddingContext512Parameters494MCapabilitiesN/AReleasedSep 30, 2025
ModelGOtext-embedding-005GoogleLLMBoard score78.32Input -> outputtext -> embeddingContext2KParametersN/ACapabilitiesN/AReleasedNov 18, 2024
ModelGOtext-embedding-004GoogleLLMBoard score78.23Input -> outputtext -> embeddingContext2KParametersN/ACapabilitiesN/AReleasedMay 14, 2024
ModelANgte-Qwen2-7B-instructAlibaba NlpLLMBoard score77.96Input -> 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

Models399
Vendors117
Scored models382
Ranking status251 ranked
Models399117 vendors
Multimodal inputs119Products accepting more than one input modality

Vendor catalog mix

399 models
Sentence Transformers17
Google15
Mongodb13
Voyageai12
Intfloat11
Codefuse Ai11
Jinaai11
NVIDIA11

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
Nemotron-3.5-Embed-1B-BF16NVIDIAYesYes------
Nemotron-3.5-Embed-8B-BF16NVIDIAYesYes------
ASBiUltraVBERTAthrael SojuYesYes------
ASColUltraVBERTAthrael SojuYesYes------
DUuibk-embedding-v1Datascience UibkYes-------
DLUltraBERT-Embed-150MDmis LabYes-------
embeddinggemma-2GoogleYesYesYesYes----
Jspectral-embed-v1-140mJmullingsYes-------
PApplx-embed-v2-late-0.6bPerplexity AiYesYes------
PApplx-embed-v2-late-9bPerplexity AiYesYes------
Rmotherlode-code-small-en-v0.1RiverriderYes-------
TItopk-embed-v1-smallTopk IoYesYes------

About Embedding Model Leaderboard

How does this embedding leaderboard work?

382 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 90.23.

How many embedding models support multiple input modalities?

119 of 399 catalog models have more than one listed input modality.

How many embedding models have no native price?

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

How are prices displayed?

Price availability

With native price
0
Without native price
399

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.