MTEB TRECCOVID
37 models with a score. Leader: Qwen3 Embedding 8B with 95.
| Benchmark profile | |
|---|---|
| Task | Retrieval (en) |
| Metric | nDCG@10 |
| Direction | ↑ higher is better |
| Limitation | Ein Wert gilt fuer die gemessene Modellrevision und die volle Vektorlaenge; gekuerzte Laengen sind nicht gemessen (R-MESS). |
| Source | huggingface.co |
| Licence | CC0 — MTEB-Ergebnisse (embeddings-benchmark/results) |
Ranking (37)
No entry matches the filter.
| Model | Rank | Score | Developer | EU processing: InputEU in | EU processing: OutputEU out | all providers: Inputall in | all providers: Outputall out | Open weights | GPU memory (4-bit, derived)GPU memory |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Embedding 8B | 1 | 95 | Alibaba Cloud | €0.009 | – | €0.009 | – | ✓ yes | from 9 GB |
| Qwen3-Embedding-0.6B | 2 | 90.5 | Alibaba Cloud | – | – | €0.011 | – | ✓ yes | from 5 GB |
| E5-Mistral-7B | 3 | 87 | Microsoft | €0.02 | – | €0.02 | – | ✓ yes | from 8 GB |
| gemini-embedding-001 | 4 | 86.3 | – | – | €0.067 | – | – no | – | |
| text-embedding-005 | 5 | 84.9 | – | – | – | – | – no | – | |
| SNOWFLAKE ARCTIC-EMBED-M-V1.5 | 6 | 84.63 | Snowflake | – | – | €0.022 | – | ✓ yes | from 5 GB |
| snowflake-arctic-embed-l-v2.0 | 7 | 83.6 | Snowflake | – | – | – | – | ✓ yes | from 5 GB |
| cohere-embed-multilingual-v3.0 | 8 | 83.4 | Cohere | – | – | €0.09 | – | – no | – |
| multilingual-e5-large-instruct | 9 | 82.5 | Microsoft | €0.03 | €0.02 | €0.009 | – | ✓ yes | from 5 GB |
| text-embedding-004 | 9 | 82.5 | – | – | – | – | – no | – | |
| harrier-oss-v1-270m | 11 | 82.1 | Microsoft | – | – | – | – | ✓ yes | from 5 GB |
| snowflake-arctic-embed-m-long | 12 | 81.7 | Snowflake | – | – | – | – | ✓ yes | from 5 GB |
| voyage-3.5 | 13 | 80.9 | Voyage AI | – | – | – | – | – no | – |
| Amazon Titan Text Embeddings V2 | 14 | 80.7 | Amazon | – | – | – | – | – no | – |
| snowflake-arctic-embed-l | 14 | 80.7 | Snowflake | – | – | – | – | ✓ yes | from 5 GB |
| embeddinggemma-300m | 16 | 80.3 | – | – | – | – | ✓ yes | from 5 GB | |
| snowflake-arctic-embed-m-v2.0 | 16 | 80.3 | Snowflake | – | – | €0.036 | – | ✓ yes | from 5 GB |
| nomic-embed-text-v2-moe | 18 | 78.7 | Nomic AI | – | – | – | – | ✓ yes | from 5 GB |
| bge-base-en-v1.5 | 19 | 78 | BAAI | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| mxbai-embed-large-v1 | 20 | 75.5 | Mixedbread | – | – | – | – | ✓ yes | from 5 GB |
| bge-large-en-v1.5 | 21 | 74.7 | BAAI | – | – | €0.009 | – | ✓ yes | from 5 GB |
| multilingual-e5-small | 22 | 72.29 | – | – | €0.0067 | – | ✓ yes | from 5 GB | |
| intfloat/multilingual-e5-large | 23 | 71.2 | Microsoft | €0.0082 | – | €0.0082 | – | ✓ yes | from 5 GB |
| e5-base-v2 | 24 | 69.63 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| granite-embedding-278m-multilingual | 25 | 68.6 | IBM | – | – | – | – | ✓ yes | from 5 GB |
| granite-embedding-311m-multilingual-r2 | 26 | 68.4 | IBM | – | – | – | – | ✓ yes | from 5 GB |
| e5-large-v2 | 27 | 66.64 | – | – | – | €0.009 | – | ✓ yes | from 5 GB |
| granite-embedding-97m-multilingual-r2 | 28 | 66.3 | IBM | – | – | – | – | ✓ yes | from 5 GB |
| BGE Multilingual Gemma2 | 29 | 64.3 | BAAI | €0.01 | – | €0.01 | – | ✓ yes | from 10 GB |
| nomic-embed-text-v1.5 | 30 | 63.4 | Nomic AI | – | – | – | – | ✓ yes | from 5 GB |
| gte-multilingual-base | 31 | 57.7 | Alibaba Cloud | – | – | – | – | ✓ yes | from 5 GB |
| bekko-embedding-v1-a25m | 32 | 56.8 | hotchpotch | – | – | – | – | ✓ yes | from 5 GB |
| BGE-M3 | 33 | 54.7 | BAAI | €0.0082 | – | €0.0082 | – | ✓ yes | from 5 GB |
| bekko-embedding-v1-a8m | 34 | 53.4 | hotchpotch | – | – | – | – | ✓ yes | from 5 GB |
| all-mpnet-base-v2 | 35 | 51.33 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| All MiniLM L12 v2 | 36 | 50.82 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| all-MiniLM-L6-v2 | 37 | 47.2 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
Equal scores share a rank. When filtering, the rank stays the position in the whole list. GPU memory “from …” is a lower bound (parameters × 0.55 GB + 4 GB). Prices: € per 1M tokens. Source: providers' pricing pages, read and checked by searchit. As of 7 Nov 2026.
Scores: MTEB TRECCOVID, CC0 — MTEB-Ergebnisse (embeddings-benchmark/results). Taken unchanged from the source.