# 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](https://huggingface.co/spaces/mteb/leaderboard) | | Licence | CC0 — MTEB-Ergebnisse (embeddings-benchmark/results) | ## Ranking (37) | Model | Rank | Score | Developer | EU processing: Input | EU processing: Output | all providers: Input | all providers: Output | Open weights | GPU memory (4-bit, derived) | |---|---:|---:|---|---:|---:|---:|---:|---|---:| | [Qwen3 Embedding 8B](https://models.searchit-agent.ai/en/models/qwen3-embedding-8b/) | 1 | **95** | Alibaba Cloud | €0.009 | – | €0.009 | – | ✓ yes | [from 9 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [Qwen3-Embedding-0.6B](https://models.searchit-agent.ai/en/models/qwen3-embedding-0-6b/) | 2 | **90.5** | Alibaba Cloud | – | – | €0.011 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [E5-Mistral-7B](https://models.searchit-agent.ai/en/models/e5-mistral-7b/) | 3 | **87** | Microsoft | €0.02 | – | €0.02 | – | ✓ yes | [from 8 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [gemini-embedding-001](https://models.searchit-agent.ai/en/models/gemini-embedding-001/) | 4 | **86.3** | Google | – | – | €0.067 | – | – no | – | | [text-embedding-005](https://models.searchit-agent.ai/en/models/text-embedding-005/) | 5 | **84.9** | Google | – | – | – | – | – no | – | | [SNOWFLAKE ARCTIC-EMBED-M-V1.5](https://models.searchit-agent.ai/en/models/snowflake-arctic-embed-m-v1-5/) | 6 | **84.63** | Snowflake | – | – | €0.022 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [snowflake-arctic-embed-l-v2.0](https://models.searchit-agent.ai/en/models/snowflake-arctic-embed-l-v2-0/) | 7 | **83.6** | Snowflake | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [cohere-embed-multilingual-v3.0](https://models.searchit-agent.ai/en/models/cohere-embed-multilingual-v3-0/) | 8 | **83.4** | Cohere | – | – | €0.09 | – | – no | – | | [multilingual-e5-large-instruct](https://models.searchit-agent.ai/en/models/multilingual-e5-large-instruct/) | 9 | **82.5** | Microsoft | €0.03 | €0.02 | €0.009 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [text-embedding-004](https://models.searchit-agent.ai/en/models/text-embedding-004/) | 9 | **82.5** | Google | – | – | – | – | – no | – | | [harrier-oss-v1-270m](https://models.searchit-agent.ai/en/models/harrier-oss-v1-270m/) | 11 | **82.1** | Microsoft | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [snowflake-arctic-embed-m-long](https://models.searchit-agent.ai/en/models/snowflake-arctic-embed-m-long/) | 12 | **81.7** | Snowflake | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [voyage-3.5](https://models.searchit-agent.ai/en/models/voyage-3-5/) | 13 | **80.9** | Voyage AI | – | – | – | – | – no | – | | [Amazon Titan Text Embeddings V2](https://models.searchit-agent.ai/en/models/titan-embed-text-v2/) | 14 | **80.7** | Amazon | – | – | – | – | – no | – | | [snowflake-arctic-embed-l](https://models.searchit-agent.ai/en/models/snowflake-arctic-embed-l/) | 14 | **80.7** | Snowflake | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [embeddinggemma-300m](https://models.searchit-agent.ai/en/models/embeddinggemma-300m/) | 16 | **80.3** | Google | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [snowflake-arctic-embed-m-v2.0](https://models.searchit-agent.ai/en/models/snowflake-arctic-embed-m-v2-0/) | 16 | **80.3** | Snowflake | – | – | €0.036 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [nomic-embed-text-v2-moe](https://models.searchit-agent.ai/en/models/nomic-embed-text-v2-moe/) | 18 | **78.7** | Nomic AI | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [bge-base-en-v1.5](https://models.searchit-agent.ai/en/models/bge-base-en-v1-5/) | 19 | **78** | BAAI | – | – | €0.0045 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [mxbai-embed-large-v1](https://models.searchit-agent.ai/en/models/mxbai-embed-large-v1/) | 20 | **75.5** | Mixedbread | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [bge-large-en-v1.5](https://models.searchit-agent.ai/en/models/bge-large-en-v1-5/) | 21 | **74.7** | BAAI | – | – | €0.009 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [multilingual-e5-small](https://models.searchit-agent.ai/en/models/multilingual-e5-small/) | 22 | **72.29** | Google | – | – | €0.0067 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [intfloat/multilingual-e5-large](https://models.searchit-agent.ai/en/models/multilingual-e5-large/) | 23 | **71.2** | Microsoft | €0.0082 | – | €0.0082 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [e5-base-v2](https://models.searchit-agent.ai/en/models/e5-base-v2/) | 24 | **69.63** | – | – | – | €0.0045 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [granite-embedding-278m-multilingual](https://models.searchit-agent.ai/en/models/granite-embedding-278m-multilingual/) | 25 | **68.6** | IBM | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [granite-embedding-311m-multilingual-r2](https://models.searchit-agent.ai/en/models/granite-embedding-311m-multilingual-r2/) | 26 | **68.4** | IBM | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [e5-large-v2](https://models.searchit-agent.ai/en/models/e5-large-v2/) | 27 | **66.64** | – | – | – | €0.009 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [granite-embedding-97m-multilingual-r2](https://models.searchit-agent.ai/en/models/granite-embedding-97m-multilingual-r2/) | 28 | **66.3** | IBM | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [BGE Multilingual Gemma2](https://models.searchit-agent.ai/en/models/bge-multilingual-gemma2/) | 29 | **64.3** | BAAI | €0.01 | – | €0.01 | – | ✓ yes | [from 10 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [nomic-embed-text-v1.5](https://models.searchit-agent.ai/en/models/nomic-embed-text-v1-5/) | 30 | **63.4** | Nomic AI | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [gte-multilingual-base](https://models.searchit-agent.ai/en/models/gte-multilingual-base/) | 31 | **57.7** | Alibaba Cloud | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [bekko-embedding-v1-a25m](https://models.searchit-agent.ai/en/models/bekko-embedding-v1-a25m/) | 32 | **56.8** | hotchpotch | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [BGE-M3](https://models.searchit-agent.ai/en/models/bge-m3/) | 33 | **54.7** | BAAI | €0.0082 | – | €0.0082 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [bekko-embedding-v1-a8m](https://models.searchit-agent.ai/en/models/bekko-embedding-v1-a8m/) | 34 | **53.4** | hotchpotch | – | – | – | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [all-mpnet-base-v2](https://models.searchit-agent.ai/en/models/all-mpnet-base-v2/) | 35 | **51.33** | – | – | – | €0.0045 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [All MiniLM L12 v2](https://models.searchit-agent.ai/en/models/all-minilm-l12-v2/) | 36 | **50.82** | – | – | – | €0.0045 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-gb) | | [all-MiniLM-L6-v2](https://models.searchit-agent.ai/en/models/all-minilm-l6-v2/) | 37 | **47.2** | – | – | – | €0.0045 | – | ✓ yes | [from 5 GB](https://models.searchit-agent.ai/en/self-hosting/#tier-24-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._ --- Prices as of 7 Nov 2026. Providers' list prices, without guarantee.