# deepvk/USER2-base

Model from Hugging Face for sentence similarity: deepvk/USER2-base · 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/USER2-base
- Hosting: hosted (15 files)
- Files: 15 hosted of 22 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 15 listed files; full count and size unknown
- Full repo upstream: 1.2 GB
- Recommended file: 596.1 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-deepvk-user2-base/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-base/download-plan)
- Per-file SHA-256: available for 14 of 15 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-base/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: 8767
- Stars: 29
- Card completeness: 96%

## Description

External Hugging Face catalog record for deepvk/USER2-base. Task: sentence similarity. Library: sentence transformers. Languages: ru. Datasets referenced by card metadata: deepvk/ru-HNP, deepvk/ru-WANLI, deepvk/cultura_ru_ed, Shitao/bge-m3-data, CarlBrendt/Summ_Dialog_News, IlyaGusev/gazeta. Popularity signal at import: 20,536 downloads and 29 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, deepvk/cultura_ru_ed, Shitao/bge-m3-data, CarlBrendt/Summ_Dialog_News, IlyaGusev/gazeta, its5Q/habr_qna, wikimedia/wikipedia
- Paper ids: 2205.13147, 2401.00368
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: deepvk/ru-HNP
- Dataset: deepvk/ru-WANLI
- Dataset: deepvk/cultura_ru_ed
- Dataset: Shitao/bge-m3-data
- Dataset: CarlBrendt/Summ_Dialog_News
- Dataset: IlyaGusev/gazeta
- Dataset: its5Q/habr_qna
- Dataset: wikimedia/wikipedia
- Dataset: RussianNLP/wikiomnia
- Paper: 2205.13147
- Paper: 2401.00368

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (296 B)
- README.md (15 KB)
- assets/mrl.png (130 KB) LFS
- assets/training_stages.png (120 KB) LFS
- config.json (2.2 KB)
- config_sentence_transformers.json (359 B)
- model.safetensors (568 MB) LFS
- modules.json (229 B)
- onnx/config.json (2.2 KB)
- onnx/model.onnx (569 MB) LFS
- onnx/special_tokens_map.json (837 B)

## 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 2026-08-27T20:57:41.672Z.
- Open license detected as apache-2.0.
- Model card references dataset context: deepvk/ru-HNP, deepvk/ru-WANLI, deepvk/cultura_ru_ed, Shitao/bge-m3-data.
- 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-user2-base
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-base/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-base/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-base/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-deepvk-user2-base
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-base/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-deepvk-user2-base&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-base/decentralized-fallbacks