Best for Embeddings & Retrieval

All models2292Chat & Knowledge558Coding381Agents & Tool Use541Writing & Language360Vision & Documents395Image Generation & Editing183Video Generation148Speech & Voice358Embeddings & Retrieval671Decision models118Music & Sound29
Embeddings477Rerankers16Multimodal165Audio13Video0
ModelMIEB English · Document UnderstandingDimensionsMax inputLanguagesPriceReleased
DArgus Colqwen3.5 9B v0DataScience-UIBKOpen
92.7unstated
4,09633K tokensenMay 2026
Nemotron Colembed VL 8B v2NVIDIAOpen
92.7
4,096262K tokens—Jan 2026
DArgus Colqwen3.5 4B v0DataScience-UIBKOpen
92.3unstated
2,56033K tokensenApr 2026
vVultronRetrieverCore Qwen3.5 4.5BvultrOpen
92.2
—262K tokensen, es, fr +3Jun 2026
vVultronRetrieverPrime Qwen3.5 8BvultrOpen
92.1
—262K tokensen, es, fr +3Jun 2026
Llama Nemotron Colembed VL 3B v2NVIDIAOpen
91.7
—8K tokens—Jan 2026
Nemotron Colembed VL 4B v2NVIDIAOpen
91.6
2,560262K tokens—Jan 2026
aColqwen3.5 4.5B v3athrael-sojuOpen
91.5
—262K tokensen, es, fr +2Mar 2026
DArgus Colqwen3.5 2B v0DataScience-UIBKOpen
91.5unstated
2,04833K tokensenMay 2026
OOps Colqwen3 4BOpenSearch-AIOpen
91.4
2,56033K tokens—Jan 2026
wWebAI ColVec1 9BwebAI-OfficialOpen
91.3
—262K tokens—Apr 2026
VSauerkrautLM ColQwen3 8B v0.1VAGOsolutionsOpen
91.1
—262K tokensen, es, fr +3Dec 2025
Llama Nemoretriever Colembed 3B v1NVIDIAOpen
91
—8K tokens—Jun 2025
VSauerkrautLM ColQwen3 4B v0.1VAGOsolutionsOpen
90.8
—262K tokensen, es, fr +3Dec 2025
TTomoro Colqwen3 Embed 8BTomoroAIOpen
90.8
4,096262K tokens—Nov 2025
nColNanoVDR Q Ettin150M ColVec8B 640 MLnanovdrOpen
90.7
—8K tokens—Sep 2026
AEvoQwen2.5 VL Retriever 7B v1ApsaraStackMaaSOpen
90.7
3,584128K tokensenNov 2025
AEvoQwen2.5 VL Retriever 3B v1ApsaraStackMaaSOpen
90.7
2,048128K tokensenNov 2025
TTomoro Colqwen3 Embed 4BTomoroAIOpen
90.6
2,560262K tokens—Nov 2025
Llama Nemoretriever Colembed 1B v1NVIDIAOpen
90.5
—8K tokens—Jun 2025
wWebAI ColVec1 4BwebAI-OfficialOpen
90.5
—262K tokens—Apr 2026
Jina Embeddings v4Jina AIOpen
90.4unstated
2,048 (or 128, 256)128K tokens—$0.05 / 1M tokensJun 2025
VSauerkrautLM ColQwen3 2B v0.1VAGOsolutionsOpen
90.2
—262K tokensen, es, fr +3Dec 2025
nColNanoVDR Q Ettin150M ColVec4B 640 MLnanovdrOpen
89.9
—8K tokens—Sep 2026
nColnomic Embed Multimodal 3Bnomic-aiOpen
89.9
—128K tokensen, es, fr +2Mar 2025
nColnomic Embed Multimodal 7Bnomic-aiOpen
89.7
—128K tokensen, es, fr +2Mar 2025
vColqwen2.5 v0.2vidoreOpen
89.5
—128K tokensenJan 2025
vColqwen2 v1.0vidoreOpen
89.2
—33K tokensenNov 2025
VSauerkrautLM ColQwen3 1.7B Turbo v0.1VAGOsolutionsOpen
88.9
—262K tokensen, es, fr +3Dec 2025
vVultronRetrieverFlash Qwen3.5 0.8BvultrOpen
88.2
—262K tokensen, es, fr +3Jun 2026
aColUltraVBERTathrael-sojuOpen
86.4
—33K tokensen, es, fr +3Oct 2026
Granite Vision 3.3 2B EmbeddingIBMOpen
86
2,048128K tokensenJun 2025
eEager Embed v1eagerworksOpen
84.9
2,560262K tokens—Nov 2025
vColpali v1.3vidoreOpen
84.8
—16K tokensenNov 2024
dDNA VL STEER 2BdnotitiaOpen
84
2,048 (or 64)33K tokensen, es, fr +32Aug 2026
VVoyage Multimodal 3Voyage AI (MongoDB)
83.9
—33K tokens—$0.12 / 1M tokensNov 2024
VSauerkrautLM ColLFM2 450M v0.1VAGOsolutionsOpen
83.6
—33K tokensen, es, fr +3Dec 2025
vColpali v1.2vidoreOpen
83.2
—16K tokensenAug 2024
vColSmol 500MvidoreOpen
82.5
—8K tokensenJan 2025
nNanoVDR S MultinanovdrOpen
82.4
—1K tokensEN, ES, FR +3Feb 2026
VSauerkrautLM ColMinistral3 3B v0.1VAGOsolutionsOpen
82
—262K tokensen, es, fr +3Dec 2025
vColpali v1.1vidoreOpen
81.6
—16K tokensenAug 2024
vColSmol 256MvidoreOpen
79.7
—8K tokensenJan 2025
Jina Embeddings v5 Omni SmallJina AIOpen
79.3unstated
1,02433K tokens—$0.05 / 1M tokensApr 2026
Jina Embeddings v5 Omni NanoJina AIOpen
79.2unstated
7688K tokens—$0.02 / 1M tokensApr 2026
aBiUltraVBERTathrael-sojuOpen
70.8
—33K tokensen, es, fr +3Oct 2026
rE5 VroyokongOpen
62.7
—8K tokens—Jul 2024
Siglip So400m Patch14 384GoogleOpen
56.4
1,1520K tokens—Jan 2024
Siglip Large Patch16 384GoogleOpen
53.3
1,0240K tokens—Jan 2024
Siglip Base Patch16 512GoogleOpen
52.1
—0K tokens—Jan 2024
TVLM2Vec FullTIGER-LabOpen
49.8
3,072131K tokensenOct 2024
TVLM2Vec LoRATIGER-LabOpen
49.7
3,072131K tokensenOct 2024
Siglip Base Patch16 384GoogleOpen
45
—0K tokens—Jan 2024
lCLIP ViT BigG 14 Laion2B 39B B160klaionOpen
43.2
1,2800K tokens—Jan 2023
lCLIP ViT H 14 Laion2B S32B B79KlaionOpen
40.4
1,0240K tokens—Sep 2022
Siglip Large Patch16 256GoogleOpen
39.4
1,0240K tokens—Jan 2024
lCLIP ViT L 14 DataComp.XL S13B B90KlaionOpen
38.6
7680K tokens—Apr 2023
Clip Vit Large Patch14OpenAIOpen
38
7680K tokens—Feb 2021
lCLIP ViT G 14 Laion2B S34B B88KlaionOpen
37.6
—0K tokens—Mar 2023
lCLIP ViT L 14 Laion2B S32B B82KlaionOpen
36.3
7680K tokens—Sep 2022