62 models · ranked by HuggingFace downloads
Small English dense embedding model from BAAI's BGE (BAAI General Embedding) series, producing 384-dimensional vectors via MIT license. Optimized for MTEB retrieval benchmarks through a retrieval-focused training strategy, it achieves competitive scores relative to its parameter count. Suited for embedding workflows where throughput and cost matter more than peak accuracy.
BGE-Large-EN-v1.5 is BAAI's highest-capacity English embedding model in the v1.5 series, producing 1024-dimensional vectors. It achieves top MTEB retrieval scores among its generation of English-only embedding models, at the cost of higher compute and storage than BGE-small or BGE-base. MIT licensed with ONNX export support.
BGE-Base-EN-v1.5 is BAAI's mid-tier English embedding model in the v1.5 series, producing 768-dimensional vectors. It balances accuracy and compute cost between the small (384d) and large (1024d) variants, making it a practical default for English retrieval tasks where storage and inference overhead of the large model are undesirable. MIT licensed with ONNX export.
Multilingual-E5-Large is a 560-million-parameter multilingual embedding model from Microsoft Research, supporting 100+ languages via an XLM-RoBERTa backbone. Trained with E5's instruction-following approach (prepending 'query:' or 'passage:' prefixes), it achieves strong MTEB multilingual retrieval scores. MIT licensed with ONNX and OpenVINO export.
Qwen3-Embedding-0.6B is Alibaba Cloud's compact embedding model from the Qwen3 series, fine-tuned from Qwen3-0.6B-Base for text embedding tasks. At 0.6B parameters it provides instruction-following embedding capability at a size deployable without dedicated GPU infrastructure. Apache 2.0 licensed.
mxbai-embed-large-v1 is Mixedbread AI's English embedding model producing 1024-dimensional vectors, trained for retrieval and ranking tasks using angle-optimized contrastive learning (AnglE). It achieves strong MTEB retrieval scores among English embedding models. Apache 2.0 licensed.
all-MiniLM-L6-v2 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
w2v-bert-2.0 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
jina-embeddings-v3 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-small-zh-v1.5 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
multilingual-e5-small is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
Qwen3-Embedding-8B is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
Qwen3-Embedding-4B is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
SapBERT-from-PubMedBERT-fulltext is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-base-en-v1.5 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
UAE-Large-V1 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
multilingual-e5-large-instruct is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
1 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
repeat is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-multilingual-gemma2 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-reranker-large is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
granite-embedding-small-english-r2 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-large-zh-v1.5 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
mimi is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
clap-htsat-unfused is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
indobert-base-p1 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
llama-nemotron-embed-1b-v2 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
jina-embeddings-v2-small-en is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bart-base is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
biobert-v1.1 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
FRIDA is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
other is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
specter2_base is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
wavlm-base-plus is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
opensearch-neural-sparse-encoding-doc-v2-distill is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
wavlm-large is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
conv-bert-base is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
splade-cocondenser-ensembledistil is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
vram-16 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
SapBERT-from-PubMedBERT-fulltext-mean-token is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
OTel-Embedding-300M is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
OTel-Embedding-33M is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
TinyBERT_L-4_H-312_v2 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
OTel-Embedding-109M is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
e5-base-sts-en-de is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
jina-embeddings-v2-base-de is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-base-zh-v1.5 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-small-en is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
MedCPT-Query-Encoder is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-small-en-v1.5 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
lambda is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
e5-mistral-7b-instruct is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
rubert-base-cased is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
distilbert-base-nli-mean-tokens is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
opensearch-neural-sparse-encoding-v2-distill is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
OTel-Embedding-34M is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
bge-base-zh is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
paraphrase-albert-small-v2 is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
OTel-Embedding-22M is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
SFR-Embedding-2_R is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
dac_44khz is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.
codebert-base is an open-source feature-extraction model available on HuggingFace. Details are sourced from the public model registry.