# deepvk/USER-bge-m3

Model from Hugging Face for sentence similarity: deepvk/USER-bge-m3 · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/deepvk/USER-bge-m3
- Hosting: hosted (11 files)
- Files: 11 hosted of 12 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: at least 11 listed files; full count and size unknown
- Full repo upstream: 1.44 GB
- Download: https://huggingbay.xyz/artifact/hf-model-deepvk-user-bge-m3/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user-bge-m3/download-plan)
- Per-file SHA-256: available for 10 of 11 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user-bge-m3/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 392343
- Stars: 83
- Card completeness: 96%

## Description

External Hugging Face catalog record for deepvk/USER-bge-m3. Task: sentence similarity. Library: sentence transformers. Languages: ru. Datasets referenced by card metadata: deepvk/ru-HNP, deepvk/ru-WANLI, Shitao/bge-m3-data, RussianNLP/russian_super_glue, reciTAL/mlsum, Milana/russian_keywords. Popularity signal at import: 399,779 downloads and 83 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Task categories: sentence-similarity
- Languages: ru
- Referenced datasets: deepvk/ru-HNP, deepvk/ru-WANLI, Shitao/bge-m3-data, RussianNLP/russian_super_glue, reciTAL/mlsum, Milana/russian_keywords, IlyaGusev/gazeta, d0rj/gsm8k-ru
- Paper ids: 2311.13534, 2309.12871
- File hints: 12 upstream file samples

## Referenced Data

- Dataset: deepvk/ru-HNP
- Dataset: deepvk/ru-WANLI
- Dataset: Shitao/bge-m3-data
- Dataset: RussianNLP/russian_super_glue
- Dataset: reciTAL/mlsum
- Dataset: Milana/russian_keywords
- Dataset: IlyaGusev/gazeta
- Dataset: d0rj/gsm8k-ru
- Dataset: bragovo/dsum_ru
- Dataset: CarlBrendt/Summ_Dialog_News
- Paper: 2311.13534
- Paper: 2309.12871

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (297 B)
- README.md (9.1 KB)
- config.json (697 B)
- config_sentence_transformers.json (195 B)
- model.safetensors (1.3 GB) LFS
- modules.json (349 B)
- sentence_bert_config.json (54 B)
- sentencepiece.bpe.model (1018 KB) LFS
- special_tokens_map.json (963 B)
- tokenizer.json (3.2 MB)
- tokenizer_config.json (1.3 KB)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-07-29T22:22:16.351Z.
- Open license detected as apache-2.0.
- Model card references dataset context: deepvk/ru-HNP, deepvk/ru-WANLI, Shitao/bge-m3-data, RussianNLP/russian_super_glue.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-deepvk-user-bge-m3
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user-bge-m3/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user-bge-m3/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user-bge-m3/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-deepvk-user-bge-m3
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user-bge-m3/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-deepvk-user-bge-m3&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user-bge-m3/decentralized-fallbacks