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nsfw-bge-m3-v5
KGESH/nsfw-bge-m3-v5
nsfw-bge-m3-v5 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.
NSFW keyword embedding model with category-level discrimination.
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At a glance
- Task
- Feature Extraction
- Library
- sentence-transformers
- Model type
- xlm-roberta
- Access
- Public
- Created
- Jul 13, 2026
- Updated
- Jul 13, 2026
- SHA
- eaaf46c3
Base models
Model card
From the Hugging Face model README
NSFW BGE-M3 v5 (Category-Aware)
NSFW keyword embedding model with category-level discrimination.
Improvements over v4
- Co-occurrence based tag clustering from 23M+ adult videos (XVideos + Big-Porn)
- Hard negatives: different NSFW categories (creampie vs deepthroat)
- 8557 clusters from 2.1M unique tags
- Multilingual pairs (en/ko/ja) from Danbooru aliases
Training Data
- 172K training pairs (138K positive, 1.7K hard negative, 1.5K easy negative, 31K multilingual)
- Stage 1: MNR Loss, 2 epochs, lr=1e-5
- Stage 2: OnlineContrastiveLoss, 5 epochs, lr=5e-6, margin=0.85
- Task
- Feature Extraction
- Library
- sentence-transformers
- Type
- xlm-roberta
- Languages
- en, ko, ja
- Created
- Jul 13, 2026
- Updated
- Jul 13, 2026