# MTEB EnglishHealthcare1Retrieval 32 modelli con un valore. In testa: Voyage 4 large con 67,5. | Scheda del benchmark | | |---|---| | Compito | Retrieval (en) | | Metrica | nDCG@10 | | Direzione | ↑ più alto è meglio | | Limitazione | Ein Wert gilt fuer die gemessene Modellrevision und die volle Vektorlaenge; gekuerzte Laengen sind nicht gemessen (R-MESS). | | Fonte | [huggingface.co](https://huggingface.co/spaces/mteb/leaderboard) | | Licenza | CC0 — MTEB-Ergebnisse (embeddings-benchmark/results) | ## Classifica (32) | Modello | Posizione | Valore | Sviluppatore | Trattamento nell'UE: Input | Trattamento nell'UE: Output | tutti i fornitori: Input | tutti i fornitori: Output | Pesi aperti | Memoria GPU (4 bit, stimata) | |---|---:|---:|---|---:|---:|---:|---:|---|---:| | [Voyage 4 large](https://models.searchit-agent.ai/it/modelli/voyage-4-large/) | 1 | **67,5** | Voyage AI | – | – | – | – | – no | – | | [Cohere Embed 4](https://models.searchit-agent.ai/it/modelli/cohere-embed-v4-0/) | 2 | **64,7** | Cohere | – | – | 0,11 € | – | – no | – | | [text-embedding-004](https://models.searchit-agent.ai/it/modelli/text-embedding-004/) | 3 | **64,5** | Google | – | – | – | – | – no | – | | [Voyage 4](https://models.searchit-agent.ai/it/modelli/voyage-4/) | 4 | **64,2** | Voyage AI | – | – | – | – | – no | – | | [Qwen3 Embedding 8B](https://models.searchit-agent.ai/it/modelli/qwen3-embedding-8b/) | 5 | **63,5** | Alibaba Cloud | 0,009 € | – | 0,009 € | – | ✓ sì | [da 9 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [gemini-embedding-001](https://models.searchit-agent.ai/it/modelli/gemini-embedding-001/) | 6 | **63,4** | Google | – | – | 0,067 € | – | – no | – | | [text-embedding-005](https://models.searchit-agent.ai/it/modelli/text-embedding-005/) | 7 | **62,6** | Google | – | – | – | – | – no | – | | [Voyage 4 lite](https://models.searchit-agent.ai/it/modelli/voyage-4-lite/) | 8 | **60,9** | Voyage AI | – | – | – | – | – no | – | | [gte-multilingual-base](https://models.searchit-agent.ai/it/modelli/gte-multilingual-base/) | 9 | **60,7** | Alibaba Cloud | – | – | – | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [voyage-3.5](https://models.searchit-agent.ai/it/modelli/voyage-3-5/) | 10 | **59,9** | Voyage AI | – | – | – | – | – no | – | | [Qwen3-Embedding-0.6B](https://models.searchit-agent.ai/it/modelli/qwen3-embedding-0-6b/) | 11 | **58,9** | Alibaba Cloud | – | – | 0,011 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [snowflake-arctic-embed-l-v2.0](https://models.searchit-agent.ai/it/modelli/snowflake-arctic-embed-l-v2-0/) | 12 | **58,7** | Snowflake | – | – | – | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [harrier-oss-v1-270m](https://models.searchit-agent.ai/it/modelli/harrier-oss-v1-270m/) | 13 | **58,4** | Microsoft | – | – | – | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [bekko-embedding-v1-a25m](https://models.searchit-agent.ai/it/modelli/bekko-embedding-v1-a25m/) | 14 | **57,2** | hotchpotch | – | – | – | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [text-embedding-3-large](https://models.searchit-agent.ai/it/modelli/text-embedding-3-large/) | 15 | **56,6** | OpenAI | 0,13 € | – | 0,13 € | – | – no | – | | [snowflake-arctic-embed-m-v2.0](https://models.searchit-agent.ai/it/modelli/snowflake-arctic-embed-m-v2-0/) | 16 | **56,4** | Snowflake | – | – | 0,036 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [bekko-embedding-v1-a8m](https://models.searchit-agent.ai/it/modelli/bekko-embedding-v1-a8m/) | 17 | **56,2** | hotchpotch | – | – | – | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [BGE-M3](https://models.searchit-agent.ai/it/modelli/bge-m3/) | 18 | **55,2** | BAAI | 0,0082 € | – | 0,0082 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [Cohere Embed 3 Model - English](https://models.searchit-agent.ai/it/modelli/cohere-embed-3-model-english/) | 19 | **54,81** | Cohere | – | – | 0,09 € | – | – | – | | [nomic-embed-text-v2-moe](https://models.searchit-agent.ai/it/modelli/nomic-embed-text-v2-moe/) | 20 | **54,2** | Nomic AI | – | – | – | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [text-embedding-3-small](https://models.searchit-agent.ai/it/modelli/text-embedding-3-small/) | 21 | **54** | OpenAI | 0,02 € | – | 0,02 € | – | – no | – | | [cohere-embed-multilingual-v3.0](https://models.searchit-agent.ai/it/modelli/cohere-embed-multilingual-v3-0/) | 22 | **53,2** | Cohere | – | – | 0,09 € | – | – no | – | | [E5-Mistral-7B](https://models.searchit-agent.ai/it/modelli/e5-mistral-7b/) | 22 | **53,2** | Microsoft | 0,02 € | – | 0,02 € | – | ✓ sì | [da 8 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [mxbai-embed-large-v1](https://models.searchit-agent.ai/it/modelli/mxbai-embed-large-v1/) | 24 | **52,8** | Mixedbread | – | – | – | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [multilingual-e5-large-instruct](https://models.searchit-agent.ai/it/modelli/multilingual-e5-large-instruct/) | 25 | **51,7** | Microsoft | 0,03 € | 0,02 € | 0,009 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [bge-large-en-v1.5](https://models.searchit-agent.ai/it/modelli/bge-large-en-v1-5/) | 26 | **51,4** | BAAI | – | – | 0,009 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [multilingual-e5-small](https://models.searchit-agent.ai/it/modelli/multilingual-e5-small/) | 27 | **50,17** | Google | – | – | 0,0067 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [bge-base-en-v1.5](https://models.searchit-agent.ai/it/modelli/bge-base-en-v1-5/) | 28 | **50,1** | BAAI | – | – | 0,0045 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [all-mpnet-base-v2](https://models.searchit-agent.ai/it/modelli/all-mpnet-base-v2/) | 29 | **46,85** | – | – | – | 0,0045 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [all-MiniLM-L6-v2](https://models.searchit-agent.ai/it/modelli/all-minilm-l6-v2/) | 30 | **41,8** | – | – | – | 0,0045 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [All MiniLM L12 v2](https://models.searchit-agent.ai/it/modelli/all-minilm-l12-v2/) | 31 | **38,08** | – | – | – | 0,0045 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | | [text2vec-base-chinese](https://models.searchit-agent.ai/it/modelli/text2vec-base-chinese/) | 32 | **14,44** | – | – | – | 0,0045 € | – | ✓ sì | [da 5 GB](https://models.searchit-agent.ai/it/self-hosting/#tier-24-gb) | _Valori uguali = stessa posizione. Con i filtri la posizione resta quella nella lista completa. La memoria GPU «da …» è un limite inferiore (parametri × 0,55 GB + 4 GB). Prezzi: € per 1 mln di token. Fonte: pagine prezzi dei fornitori, lette e verificate da searchit. Al 7 nov 2026._ _Valori: MTEB EnglishHealthcare1Retrieval, CC0 — MTEB-Ergebnisse (embeddings-benchmark/results). Ripresi invariati dalla fonte._ --- Prezzi al 7 nov 2026. Prezzi di listino dei fornitori, senza garanzia.