RAG Embeddings

Embedding models and retrieval artifacts tuned for RAG, semantic search, memory, and agent knowledge bases.

sentence-transformers/all-MiniLM-L6-v2 apache-2.0 244269076 downloads partial
BAAI/bge-small-en-v1.5 mit 61393457 downloads partial
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 apache-2.0 49222516 downloads partial
sentence-transformers/all-mpnet-base-v2 apache-2.0 33094839 downloads partial
BAAI/bge-m3 mit 31290962 downloads partial
nomic-ai/nomic-embed-text-v1.5 apache-2.0 17766485 downloads partial
BAAI/bge-large-en-v1.5 mit 14562000 downloads partial
intfloat/multilingual-e5-large mit 10539865 downloads external
Qwen/Qwen3-Embedding-0.6B apache-2.0 10188730 downloads external
intfloat/multilingual-e5-small mit 9946338 downloads partial
BAAI/bge-base-en-v1.5 mit 8277185 downloads external
sentence-transformers/paraphrase-multilingual-mpnet-base-v2 apache-2.0 7567460 downloads external
intfloat/multilingual-e5-base mit 6538697 downloads external
mixedbread-ai/mxbai-embed-large-v1 apache-2.0 5778237 downloads external
sentence-transformers/all-MiniLM-L12-v2 apache-2.0 4587206 downloads external
nomic-ai/nomic-embed-text-v1 apache-2.0 4274572 downloads external
intfloat/e5-large-v2 mit 3481855 downloads external
sentence-transformers/paraphrase-MiniLM-L6-v2 apache-2.0 3153790 downloads external
sentence-transformers/all-distilroberta-v1 apache-2.0 2469992 downloads external
Qwen/Qwen3-Embedding-4B apache-2.0 2446340 downloads external
Qwen/Qwen3-Embedding-8B apache-2.0 2344450 downloads external
intfloat/e5-base-v2 mit 2146855 downloads external
ibm-granite/granite-embedding-small-english-r2 apache-2.0 2099789 downloads external
WhereIsAI/UAE-Large-V1 mit 1871799 downloads external
sentence-transformers/paraphrase-mpnet-base-v2 apache-2.0 1736028 downloads external
shibing624/text2vec-base-chinese apache-2.0 1619112 downloads external
intfloat/multilingual-e5-large-instruct mit 1581367 downloads external
BAAI/bge-large-zh-v1.5 mit 1400727 downloads external
sentence-transformers/distiluse-base-multilingual-cased-v2 apache-2.0 1263893 downloads external
BAAI/bge-base-zh-v1.5 mit 1254474 downloads external
Qdrant/all-MiniLM-L6-v2-onnx apache-2.0 1209516 downloads external
sentence-transformers/distiluse-base-multilingual-cased-v1 apache-2.0 1194805 downloads external
jinaai/jina-embeddings-v2-small-en apache-2.0 1168607 downloads external
sentence-transformers/LaBSE apache-2.0 1118331 downloads external
Snowflake/snowflake-arctic-embed-l-v2.0 apache-2.0 903356 downloads external
intfloat/e5-base mit 824732 downloads external
sentence-transformers/paraphrase-MiniLM-L3-v2 apache-2.0 822865 downloads external
Qdrant/bge-small-en-v1.5-onnx-Q apache-2.0 799638 downloads external
nomic-ai/nomic-embed-text-v2-moe apache-2.0 796961 downloads external
NeuML/pubmedbert-base-embeddings apache-2.0 794016 downloads external
TaylorAI/bge-micro-v2 mit 725419 downloads external
Qdrant/bm25 apache-2.0 723852 downloads external
dragonkue/BGE-m3-ko apache-2.0 718307 downloads external
Alibaba-NLP/gte-Qwen2-1.5B-instruct apache-2.0 664441 downloads external
intfloat/e5-small-v2 mit 656524 downloads external
cl-nagoya/ruri-v3-310m apache-2.0 609615 downloads external
thenlper/gte-large mit 589598 downloads external
sentence-transformers/all-roberta-large-v1 apache-2.0 588703 downloads external
boboliu/Qwen3-Embedding-4B-W4A16-G128 apache-2.0 553317 downloads external
bkai-foundation-models/vietnamese-bi-encoder apache-2.0 493922 downloads external

Open interactive ranking page