RAG And Embedding Models
Embedding and retrieval records for RAG, semantic search, sentence similarity, clustering, and agent memory workflows. Canonical URL: https://huggingbay.xyz/answers/rag-embeddings.
RAG And Embedding Models is a citation-ready Hugging Bay answer pack backed by live catalog rows. Representative rows: dragonkue/BGE-m3-ko, sentence-transformers/all-MiniLM-L12-v2, sentence-transformers/all-distilroberta-v1, sentence-transformers/all-MiniLM-L6-v2, sentence-transformers/all-mpnet-base-v2. Use each canonical citation URL plus metadata/card endpoints for current license, trust, hosting, and download state. Canonical URL: https://huggingbay.xyz/answers/rag-embeddings.
Question: What are good open embedding models for RAG and semantic search?
Embedding and retrieval records for RAG, semantic search, sentence similarity, clustering, and agent memory workflows.
Answer pack JSON Citation pack License guide Ranking page
- dragonkue/BGE-m3-ko: Model from Hugging Face for sentence similarity: dragonkue/BGE-m3-ko · sentence transformers
- sentence-transformers/all-MiniLM-L12-v2: Model from Hugging Face for sentence similarity: sentence-transformers/all-MiniLM-L12-v2 · sentence transformers
- sentence-transformers/all-distilroberta-v1: Model from Hugging Face for sentence similarity: sentence-transformers/all-distilroberta-v1 · sentence transformers
- sentence-transformers/all-MiniLM-L6-v2: Model from Hugging Face for sentence similarity: sentence-transformers/all-MiniLM-L6-v2 · sentence transformers
- sentence-transformers/all-mpnet-base-v2: Model from Hugging Face for sentence similarity: sentence-transformers/all-mpnet-base-v2 · sentence transformers
- jinaai/jina-embeddings-v2-small-en: Model from Hugging Face for feature extraction: jinaai/jina-embeddings-v2-small-en · sentence transformers
- Qwen/Qwen3-Embedding-0.6B: Model from Hugging Face for feature extraction: Qwen/Qwen3-Embedding-0.6B · sentence transformers
- ibm-granite/granite-embedding-small-english-r2: Model from Hugging Face for feature extraction: ibm-granite/granite-embedding-small-english-r2 · sentence transformers
- boboliu/Qwen3-Embedding-4B-W4A16-G128: Model from Hugging Face for feature extraction: boboliu/Qwen3-Embedding-4B-W4A16-G128 · sentence transformers
- sentence-transformers/paraphrase-multilingual-mpnet-base-v2: Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-multilingual-mpnet-base-v2 · sentence transformers
- sentence-transformers/paraphrase-MiniLM-L6-v2: Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-MiniLM-L6-v2 · sentence transformers
- sentence-transformers/paraphrase-MiniLM-L3-v2: Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-MiniLM-L3-v2 · sentence transformers
Open interactive answer pack
Updated 2026-09-08 from the live catalog.