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nsfw-bge-m3
KGESH/nsfw-bge-m3
nsfw-bge-m3 is a feature extraction model from KGESH. Use it when you need embeddings to search or compare text. It is set up for sentence-transformers.
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At a glance
- Task
- Feature Extraction
- Library
- sentence-transformers
- Model type
- xlm-roberta
- Access
- Public
- Created
- Jul 12, 2026
- Updated
- Jul 12, 2026
- SHA
- e22b93e3
Base models
Model card
From the Hugging Face model README
NSFW BGE-M3 — Model Index
NSFW 키워드 임베딩 모델 프로젝트 (bge-m3 파인튜닝)
버전별 레포
| Version | Repo | 상태 | 특징 |
|---|---|---|---|
| v1 | KGESH/nsfw-bge-m3-v1 | 추천 | MNR only, 다의어 구분 최강 |
| v3 | KGESH/nsfw-bge-m3-v3 | 사용불가 | Embedding collapse |
| v4 | KGESH/nsfw-bge-m3-v4 | 추천 | Collapse 수정, hard negative 강화 |
성능 비교
| Metric | v1 | v3 | v4 |
|---|---|---|---|
| Sim mean | 0.577 | 0.990 | 0.683 |
| Sim std | 0.212 | 0.008 | 0.201 |
| NSFW-General gap | 0.275 | 0.009 | 0.292 |
| Collapse | 없음 | 심각 | 없음 |
| Overall | ALL PASS | ALL PASS* | ALL PASS |
*v3는 모든 단어가 0.99라서 통과한 것 (실제로는 구분 불가)
추천
- 실사용: v1 또는 v4
- GGUF 다운로드: 각 레포에서 nsfw-bge-m3-vN.gguf 파일 사용
학습 스크립트
- Task
- Feature Extraction
- Library
- sentence-transformers
- Type
- xlm-roberta
- Languages
- en, ko, ja
- Created
- Jul 12, 2026
- Updated
- Jul 12, 2026