Multilingual Retrieval on MTEB Multilingual v2
70.9nDCG@10Qwen-3-Embedding-8B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen-3-Embedding-8B2026.02 | 70.9 | — | — | |
| pplx-embed-v1-4BDocs/MB=390, Precision=INT8, Number of Parameters=4B2026.02 | 69.66 | — | — | |
| qwen3-embed-4BDocs/MB=97, Number of Parameters=4B2026.02 | 69.6 | — | — | |
| pplx-embed-v1-4BDocs/MB=3,125, Precision=BIN, Number of Parameters=4B2026.02 | 68.22 | — | — | |
| gemini-embedding-001Docs/MB=81, Number of Parameters=unknown2026.02 | 67.71 | — | — | |
| gemini-embedding-0012026.02 | 67.7 | — | — | |
| inf-retriever-v12026.02 | 66.5 | — | — | |
| jina-embeddings-v42026.02 | 66.4 | — | — | |
| harrier-oss-v1-270mParams (M)=270, Embed. Size=640, MSL=10242026.05 | 66.4 | — | — | |
| voyage-3-large2026.02 | 66.1 | — | — | |
| pplx-embed-v1-0.6BDocs/MB=976, Precision=INT8, Number of Parameters=0.6B2026.02 | 65.41 | — | — | |
| granite-embedding-311m-multilingual-r2Params (M)=311, Embed. Size=768, MSL=10242026.05 | 65.2 | — | — | |
| qwen3-embed-0.6BDocs/MB=244, Number of Parameters=0.6B2026.02 | 64.65 | — | — | |
| SPLAREPooling strategy=no-pooling, Top-K=(40, 400)2026.02 | 63.8 | — | — | |
| jina-embeddings-v5-text-nanoParams (M)=239, Embed. Size=768, MSL=10242026.05 | 63.3 | — | — | |
| embed-gemma-0.3BDocs/MB=325, Number of Parameters=0.3B2026.02 | 62.58 | — | — | |
| embeddinggemma-300mParams (M)=300, Embed. Size=768, MSL=10242026.05 | 62.5 | — | — | |
| SPLARETop-K=(40, 400)2026.02 | 62.3 | — | — | |
| pplx-embed-v1-0.6BDocs/MB=7,812, Precision=BIN, Number of Parameters=0.6B2026.02 | 61.44 | — | — | |
| granite-embedding-97m-multilingual-r2Params (M)=97, Embed. Size=384, MSL=10242026.05 | 60.3 | — | — | |
| gte-Qwen2-7B-instruct2026.02 | 60.1 | — | — | |
| SPLARETop-K=(20, 200)2026.02 | 59.9 | — | — | |
| SFR-Embedding-Mistral2026.02 | 59.4 | — | — | |
| text-embedding-3-large2026.02 | 59.3 | — | — | |
| text-embedding-3-largeDocs/MB=81, Number of Parameters=unknown2026.02 | 59.27 | — | — | |
| Cohere-embed-multilingual-v3.02026.02 | 59.2 | — | — | |
| SPLARE-2BTop-K=(40, 400)2026.02 | 59.1 | — | — | |
| Linq-Embed-Mistral2026.02 | 58.7 | — | — | |
| GritLM-7B2026.02 | 58.3 | — | — | |
| gte-multilingual-baseParams (M)=305, Embed. Size=768, MSL=10242026.05 | 57.2 | — | — | |
| multilingual-e5-large-instruct2026.02 | 57.1 | — | — | |
| NV-Embed-v22026.02 | 56.7 | — | — | |
| SPLARETop-K=(10, 100)2026.02 | 56 | — | — | |
| e5-mistral-7b-instruct2026.02 | 55.8 | — | — | |
| snowflake-arctic-embed-m-v2.0Params (M)=305, Embed. Size=768, MSL=10242026.05 | 54.8 | — | — | |
| multilingual-e5-baseParams (M)=278, Embed. Size=768, MSL=10242026.05 | 52.7 | — | — | |
| granite-embedding-278m-multilingualParams (M)=278, Embed. Size=768, MSL=10242026.05 | 52.2 | — | — | |
| multilingual-e5-smallParams (M)=96, Embed. Size=384, MSL=10242026.05 | 50.9 | — | — | |
| f2llm-v2-80mParams (M)=80, Embed. Size=320, MSL=10242026.05 | 50.1 | — | — | |
| granite-embedding-107m-multilingualParams (M)=107, Embed. Size=384, MSL=10242026.05 | 48.1 | — | — | |
| bge-m3Size=560M2025.10 | — | — | 62.02 | |
| Gemma-300MParams=308M, Dim=7682026.02 | — | 62.49 | 59.66 | |
| granite-107m-multiSize=107M2025.10 | — | — | 49.88 | |
| granite-278m-multiSize=278M2025.10 | — | — | 55.8 | |
| GritLM-7BSize=7B2025.10 | — | — | 62.82 | |
| gte-multilingual-baseSize=305M2025.10 | — | — | 64.72 | |
| gte-Qwen2-1.5B-instSize=1.5B2025.10 | — | — | 65.12 | |
| gte-Qwen2-7B-instSize=7B2025.10 | — | — | 67.22 | |
| inf-retriever-v1Size=7.1B2025.10 | — | — | 71.21 | |
| inf-retriever-v1-1.5bSize=1.5B2025.10 | — | — | 65.34 | |
| jina-embeddings-v4Size=3.8B2025.10 | — | — | 73.84 | |
| jina-embeddings-v5-text-nanoParams=239M, Dim=7682026.02 | — | 63.26 | 61.43 | |
| jina-embeddings-v5-text-smallParams=677M, Dim=10242026.02 | — | 64.88 | 63.28 | |
| jina-v3Params=572M, Dim=10242026.02 | — | 55.76 | 56.11 | |
| jina-v4Params=3.8B, Dim=20482026.02 | — | 66.43 | 63.62 | |
| KaLM-mini-v2.5Params=494M, Dim=8962026.02 | — | 57.9 | 56.58 | |
| MILCO (SAP, SCTKD, LexEcho)Size=560M2025.10 | — | — | 66.83 | |
| mult.-e5-l-instr.Params=560M, Dim=10242026.02 | — | 57.12 | 54.22 | |
| NV-Embed-v1Size=7.9B2025.10 | — | — | 56.64 | |
| NV-Embed-v2Size=7.9B2025.10 | — | — | 58.65 | |
| Qwen3-0.6BParams=596M, Dim=10242026.02 | — | 64.65 | 61.87 | |
| Qwen3-4BParams=4B, Dim=25602026.02 | — | 69.6 | 67.95 | |
| Qwen3-Embed-0.6BSize=0.6B2025.10 | — | — | 63.93 | |
| Qwen3-Embed-8BSize=8B2025.10 | — | — | 75.59 | |
| SFR-Embedding-MistralSize=7.1B2025.10 | — | — | 68.5 | |
| snowflake-l-v2Params=568M, Dim=10242026.02 | — | 58.36 | 57.59 | |
| voyage-4-nanoParams=480M, Dim=20482026.02 | — | 63.58 | 61.48 |