MTEB ArguAna
38 models with a score. Leader: gemini-embedding-001 with 86.4.
| 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 (38)
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 |
|---|---|---|---|---|---|---|---|---|---|
| gemini-embedding-001 | 1 | 86.4 | – | – | €0.067 | – | – no | – | |
| BGE Multilingual Gemma2 | 2 | 77.4 | BAAI | €0.01 | – | €0.01 | – | ✓ yes | from 10 GB |
| Qwen3 Embedding 8B | 3 | 76.9 | Alibaba Cloud | €0.009 | – | €0.009 | – | ✓ yes | from 9 GB |
| embeddinggemma-300m | 4 | 71.5 | – | – | – | – | ✓ yes | from 5 GB | |
| Qwen3-Embedding-0.6B | 5 | 71 | Alibaba Cloud | – | – | €0.011 | – | ✓ yes | from 5 GB |
| mxbai-embed-large-v1 | 6 | 65.5 | Mixedbread | – | – | – | – | ✓ yes | from 5 GB |
| bge-large-en-v1.5 | 7 | 64.5 | BAAI | – | – | €0.009 | – | ✓ yes | from 5 GB |
| bge-base-en-v1.5 | 8 | 63.8 | BAAI | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| harrier-oss-v1-270m | 9 | 63.6 | Microsoft | – | – | – | – | ✓ yes | from 5 GB |
| E5-Mistral-7B | 10 | 61.7 | Microsoft | €0.02 | – | €0.02 | – | ✓ yes | from 8 GB |
| snowflake-arctic-embed-m-long | 11 | 60.4 | Snowflake | – | – | – | – | ✓ yes | from 5 GB |
| SNOWFLAKE ARCTIC-EMBED-M-V1.5 | 12 | 59.53 | Snowflake | – | – | €0.022 | – | ✓ yes | from 5 GB |
| snowflake-arctic-embed-l | 13 | 59.1 | Snowflake | – | – | – | – | ✓ yes | from 5 GB |
| snowflake-arctic-embed-l-v2.0 | 13 | 59.1 | Snowflake | – | – | – | – | ✓ yes | from 5 GB |
| text-embedding-004 | 15 | 58.6 | – | – | – | – | – no | – | |
| multilingual-e5-large-instruct | 16 | 58.5 | Microsoft | €0.03 | €0.02 | €0.009 | – | ✓ yes | from 5 GB |
| gte-multilingual-base | 17 | 58.3 | Alibaba Cloud | – | – | – | – | ✓ yes | from 5 GB |
| text-embedding-005 | 18 | 58 | – | – | – | – | – no | – | |
| text-embedding-3-large | 18 | 58 | OpenAI | €0.13 | – | €0.13 | – | – no | – |
| snowflake-arctic-embed-m-v2.0 | 20 | 57.9 | Snowflake | – | – | €0.036 | – | ✓ yes | from 5 GB |
| bekko-embedding-v1-a25m | 21 | 57.4 | hotchpotch | – | – | – | – | ✓ yes | from 5 GB |
| granite-embedding-311m-multilingual-r2 | 22 | 57.1 | IBM | – | – | – | – | ✓ yes | from 5 GB |
| nomic-embed-text-v2-moe | 23 | 55.8 | Nomic AI | – | – | – | – | ✓ yes | from 5 GB |
| bekko-embedding-v1-a8m | 24 | 55.4 | hotchpotch | – | – | – | – | ✓ yes | from 5 GB |
| granite-embedding-278m-multilingual | 25 | 55.2 | IBM | – | – | – | – | ✓ yes | from 5 GB |
| cohere-embed-multilingual-v3.0 | 26 | 55.1 | Cohere | – | – | €0.09 | – | – no | – |
| intfloat/multilingual-e5-large | 27 | 54.4 | Microsoft | €0.0082 | – | €0.0082 | – | ✓ yes | from 5 GB |
| BGE-M3 | 28 | 54 | BAAI | €0.0082 | – | €0.0082 | – | ✓ yes | from 5 GB |
| granite-embedding-97m-multilingual-r2 | 29 | 53.1 | IBM | – | – | – | – | ✓ yes | from 5 GB |
| nomic-embed-text-v1.5 | 30 | 52 | Nomic AI | – | – | – | – | ✓ yes | from 5 GB |
| Amazon Titan Text Embeddings V2 | 31 | 51.3 | Amazon | – | – | – | – | – no | – |
| voyage-3.5 | 32 | 50.8 | Voyage AI | – | – | – | – | – no | – |
| all-MiniLM-L6-v2 | 33 | 50.2 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| All MiniLM L12 v2 | 34 | 47.13 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| all-mpnet-base-v2 | 35 | 46.52 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| e5-large-v2 | 36 | 46.43 | – | – | – | €0.009 | – | ✓ yes | from 5 GB |
| e5-base-v2 | 37 | 44.57 | – | – | – | €0.0045 | – | ✓ yes | from 5 GB |
| multilingual-e5-small | 38 | 39.09 | – | – | €0.0067 | – | ✓ 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 ArguAna, CC0 — MTEB-Ergebnisse (embeddings-benchmark/results). Taken unchanged from the source.