RAG Embeddings
Embedding models and retrieval artifacts tuned for RAG, semantic search, memory, and agent knowledge bases.
Focused lists make the catalog useful immediately while mirror hosting remains selective and reviewed.
- Multi-Source AI Popular non-Hugging Face records from ModelScope, GitHub, arXiv, OpenML, Zenodo, Dataverse, DataCite, and other indexed open-source AI sources.
- New Open Source Recently updated public open AI artifacts across every indexed source.
How this ranks. The order uses the recorded signals described above. Runtime and verification details live on each model’s record. Self-reported evidence has no trust or ranking impact.
Mirror candidate means the files still live upstream, not on our servers yet. Hosted files do not establish a complete runnable model. Download counts, where recorded, are downloads on Hugging Face.
Showing stale catalog ·
| Type | Model | Recorded size | Downloads | Updated |
|---|---|---|---|---|
Qwen3 Embedding 0.6BQwen/Qwen3-Embedding-0.6BThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Qwen on Hugging Face. File format: Safetensors.
| 1.21 GB | 10,189,053 downloads on Hugging Face | 2026-04-20 | |
jina embeddings v2 small enjinaai/jina-embeddings-v2-small-enThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: jinaai on Hugging Face. File format: BIN, ONNX, Safetensors.
| Unknown | 1,168,607 downloads on Hugging Face | 2025-01-06 | |
granite embedding small english r2ibm-granite/granite-embedding-small-english-r2The catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: ibm-granite on Hugging Face. File format: Safetensors, BIN.
| 194.3 MB | 2,099,789 downloads on Hugging Face | 2026-07-26 | |
all MiniLM L6 v2sentence-transformers/all-MiniLM-L6-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN.
| 976.9 MB | 244,269,090 downloads on Hugging Face | 2026-06-01 | |
all MiniLM L12 v2sentence-transformers/all-MiniLM-L12-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN.
| 1.3 GB | 4,587,212 downloads on Hugging Face | 2026-03-31 | |
all mpnet base v2sentence-transformers/all-mpnet-base-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN.
| 3.82 GB | 33,094,839 downloads on Hugging Face | 2025-08-19 | |
all distilroberta v1sentence-transformers/all-distilroberta-v1The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN.
| 3.19 GB | 2,469,992 downloads on Hugging Face | 2025-03-06 | |
paraphrase MiniLM L6 v2sentence-transformers/paraphrase-MiniLM-L6-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN, H5.
| 886 MB | 3,153,790 downloads on Hugging Face | 2025-03-06 | |
paraphrase MiniLM L3 v2sentence-transformers/paraphrase-MiniLM-L3-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN, H5.
| 676.8 MB | 822,865 downloads on Hugging Face | 2025-03-06 | |
paraphrase multilingual mpnet base v2sentence-transformers/paraphrase-multilingual-mpnet-base-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN.
| 10.9 GB | 7,567,460 downloads on Hugging Face | 2025-08-19 | |
paraphrase mpnet base v2sentence-transformers/paraphrase-mpnet-base-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN, H5.
| 4.26 GB | 1,736,028 downloads on Hugging Face | 2025-08-19 | |
paraphrase multilingual MiniLM L12 v2sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, ONNX, BIN.
| 4.62 GB | 49,222,516 downloads on Hugging Face | 2026-01-28 | |
Qwen3 Embedding 8BQwen/Qwen3-Embedding-8BThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Qwen on Hugging Face. File format: Safetensors.
| 15.1 GB | 2,344,451 downloads on Hugging Face | 2026-07-03 | |
Qwen3 Embedding 4BQwen/Qwen3-Embedding-4BThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Qwen on Hugging Face. File format: Safetensors.
| 8.04 GB | 2,446,340 downloads on Hugging Face | 2026-08-18 | |
pubmedbert base embeddingsNeuML/pubmedbert-base-embeddingsThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: NeuML on Hugging Face. File format: Safetensors, BIN.
| Unknown | 794,016 downloads on Hugging Face | 2026-07-31 | |
bge large en v1.5BAAI/bge-large-en-v1.5The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: BAAI on Hugging Face. File format: Safetensors, ONNX, BIN.
| 4.02 GB | 14,562,000 downloads on Hugging Face | 2024-02-21 | |
bge base en v1.5BAAI/bge-base-en-v1.5The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: BAAI on Hugging Face. File format: Safetensors, ONNX, BIN.
| 1.31 GB | 8,277,196 downloads on Hugging Face | 2024-02-21 | |
multilingual e5 largeintfloat/multilingual-e5-largeThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: intfloat on Hugging Face. File format: Safetensors, ONNX.
| 9.56 GB | 10,539,867 downloads on Hugging Face | 2026-04-02 | |
multilingual e5 smallintfloat/multilingual-e5-smallThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: intfloat on Hugging Face. File format: Safetensors, ONNX, BIN.
| 2.28 GB | 9,946,340 downloads on Hugging Face | 2026-04-02 | |
nomic embed text v1.5nomic-ai/nomic-embed-text-v1.5The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: nomic-ai on Hugging Face. File format: Safetensors, ONNX.
| 2.22 GB | 17,766,485 downloads on Hugging Face | 2026-04-07 | |
nomic embed text v1nomic-ai/nomic-embed-text-v1The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: nomic-ai on Hugging Face. File format: Safetensors, ONNX, BIN.
| 1.78 GB | 4,274,572 downloads on Hugging Face | 2026-04-07 | |
bge m3BAAI/bge-m3The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: BAAI on Hugging Face. File format: PT, ONNX.
| 4.59 GB | 31,290,962 downloads on Hugging Face | 2024-07-03 | |
bge small en v1.5BAAI/bge-small-en-v1.5The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: BAAI on Hugging Face. File format: Safetensors, ONNX, BIN.
| 401.1 MB | 61,393,640 downloads on Hugging Face | 2024-02-22 | |
e5 large v2intfloat/e5-large-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: intfloat on Hugging Face. File format: Safetensors, ONNX, BIN.
| 6.7 GB | 3,481,855 downloads on Hugging Face | 2025-02-17 | |
e5 base v2intfloat/e5-base-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: intfloat on Hugging Face. File format: Safetensors, ONNX, BIN.
| 2.19 GB | 2,146,855 downloads on Hugging Face | 2025-02-17 | |
e5 baseintfloat/e5-baseThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: intfloat on Hugging Face. File format: Safetensors, BIN.
| 876.7 MB | 824,732 downloads on Hugging Face | 2026-07-31 | |
gte multilingual baseAlibaba-NLP/gte-multilingual-baseThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Alibaba-NLP on Hugging Face. File format: Safetensors.
| 629.6 MB | 1,214,783 downloads on Hugging Face | 2025-07-05 | |
gte large en v1.5Alibaba-NLP/gte-large-en-v1.5The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Alibaba-NLP on Hugging Face. File format: Safetensors, ONNX.
| Unknown | 1,159,053 downloads on Hugging Face | 2024-08-09 | |
text2vec base chineseshibing624/text2vec-base-chineseThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: shibing624 on Hugging Face. File format: Safetensors, ONNX, BIN.
| 1.94 GB | 1,619,123 downloads on Hugging Face | 2026-07-27 | |
mxbai embed large v1mixedbread-ai/mxbai-embed-large-v1The catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: mixedbread-ai on Hugging Face. File format: GGUF, Safetensors, ONNX, BIN. GGUF files use llama.cpp-compatible runners.
| 669.6 MB | 5,778,239 downloads on Hugging Face | 2026-01-23 | |
UAE Large V1WhereIsAI/UAE-Large-V1The catalog lists this model for turning text into vectors. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for turning text into vectors.Source: WhereIsAI on Hugging Face. File format: Safetensors, ONNX, BIN.
| 5.36 GB | 1,871,799 downloads on Hugging Face | 2026-07-30 | |
distiluse base multilingual cased v2sentence-transformers/distiluse-base-multilingual-cased-v2The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, BIN, ONNX, H5.
| 5.27 GB | 1,263,893 downloads on Hugging Face | 2025-03-06 | |
distiluse base multilingual cased v1sentence-transformers/distiluse-base-multilingual-cased-v1The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, BIN, ONNX, H5.
| 5.27 GB | 1,194,805 downloads on Hugging Face | 2025-03-06 | |
multilingual e5 baseintfloat/multilingual-e5-baseThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: intfloat on Hugging Face. File format: Safetensors, ONNX, BIN.
| 5.32 GB | 6,538,697 downloads on Hugging Face | 2026-04-02 | |
multilingual e5 largeintfloat/multilingual-e5-large-instructThe catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: intfloat on Hugging Face. File format: Safetensors, ONNX.
| Unknown | 1,581,367 downloads on Hugging Face | 2025-07-10 | |
nomic embed text v2 moenomic-ai/nomic-embed-text-v2-moeThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: nomic-ai on Hugging Face. File format: Safetensors.
| 1.9 GB | 796,961 downloads on Hugging Face | 2025-04-01 | |
snowflake arctic embed l v2.0Snowflake/snowflake-arctic-embed-l-v2.0The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Snowflake on Hugging Face. File format: Safetensors, ONNX.
| 10.6 GB | 903,356 downloads on Hugging Face | 2025-07-28 | |
all MiniLM L6 v2Xenova/all-MiniLM-L6-v2The catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: Xenova on Hugging Face. File format: ONNX.
| 343.9 MB | 2,809,852 downloads on Hugging Face | 2025-07-22 | |
LaBSEsentence-transformers/LaBSEThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: sentence-transformers on Hugging Face. File format: Safetensors, BIN, ONNX, H5.
| Unknown | 1,118,331 downloads on Hugging Face | 2025-03-06 | |
bge reranker largeBAAI/bge-reranker-largeThe catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: BAAI on Hugging Face. File format: Safetensors, ONNX, BIN.
| 6.74 GB | 1,989,626 downloads on Hugging Face | 2026-07-14 | |
all MiniLM L6 v2Qdrant/all-MiniLM-L6-v2-onnxThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Qdrant on Hugging Face. File format: ONNX.
| 90.4 MB | 1,209,516 downloads on Hugging Face | 2026-07-31 | |
bge small en v1.5 onnx QQdrant/bge-small-en-v1.5-onnx-QThe catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: Qdrant on Hugging Face. File format: ONNX.
| 66.5 MB | 799,638 downloads on Hugging Face | 2026-07-31 | |
bge small zh v1.5BAAI/bge-small-zh-v1.5The catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: BAAI on Hugging Face. File format: Safetensors, BIN.
| 192.3 MB | 4,686,160 downloads on Hugging Face | 2023-10-12 | |
bge base enBAAI/bge-base-enThe catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: BAAI on Hugging Face. File format: Safetensors, ONNX, BIN.
| 1.31 GB | 874,883 downloads on Hugging Face | 2026-07-29 | |
bge large zh v1.5BAAI/bge-large-zh-v1.5The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: BAAI on Hugging Face. File format: BIN.
| Unknown | 1,400,727 downloads on Hugging Face | 2024-04-02 | |
bge base zh v1.5BAAI/bge-base-zh-v1.5The catalog lists this model for checking whether two sentences mean similar things. Catalog sources: license, tags, task.Content controls: not assessed.DetailsThe catalog lists this model for checking whether two sentences mean similar things.Source: BAAI on Hugging Face. File format: BIN.
| Unknown | 1,254,474 downloads on Hugging Face | 2023-10-12 | |
SapBERT from PubMedBERT fulltextcambridgeltl/SapBERT-from-PubMedBERT-fulltextThe catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: cambridgeltl on Hugging Face. File format: Safetensors, BIN, H5.
| 1.75 GB | 1,679,168 downloads on Hugging Face | 2026-07-31 | |
bge base en v1.5Xenova/bge-base-en-v1.5The catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: Xenova on Hugging Face. File format: ONNX.
| 1.37 GB | 1,778,613 downloads on Hugging Face | 2025-07-29 | |
w2v bert 2.0facebook/w2v-bert-2.0The catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: facebook on Hugging Face. File format: PT, Safetensors.
| 4.65 GB | 3,845,194 downloads on Hugging Face | 2024-01-25 | |
canine cgoogle/canine-cThe catalog lists this model for finding useful details in data. Catalog sources: license, task.Content controls: not assessed.DetailsThe catalog lists this model for finding useful details in data.Source: google on Hugging Face. File format: Safetensors, BIN.
| 1.06 GB | 856,794 downloads on Hugging Face | 2024-04-29 |