Toxicity Classification on Toxic
72.3F1 ScoreStage1-SFT-v4
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Stage1-SFT-v4Params=4B2026.07 | 72.3 | — | — | |
| YuFeng-XGuard-Reason-0.6BParams=0.6B2026.07 | 71.3 | — | — | |
| Stage3-DPOParams=4B2026.07 | 69.7 | — | — | |
| YuFeng-XGuard-Reason-8BParams=8B2026.07 | 69.6 | — | — | |
| Stage1-SFT-v1Params=4B2026.07 | 66.5 | — | — | |
| Stage2-SFTParams=4B2026.07 | 66 | — | — | |
| Stage1-SFT-v0Params=4B2026.07 | 65.8 | — | — | |
| Stage1-SFT-v2Params=4B2026.07 | 65.6 | — | — | |
| Socio ContrastiveSocio-demographic features=true, Text encoder=Sentence-BERT, L_contrastive=true2026.04 | 64.5 | 62.5 | 66.7 | |
| Stage1-SFT-v3Params=4B2026.07 | 63.8 | — | — | |
| Ablation (w/o Lcontrastive)Socio-demographic features=true, Text encoder=Sentence-BERT, L_contrastive=false2026.04 | 63.4 | 64.9 | 62.1 | |
| Socio EmbeddingSocio-demographic features=true, Text encoder=Sentence-BERT2026.04 | 62.8 | 66.6 | 59.6 | |
| Qwen3Guard-8B-GenParams=8B2026.07 | 61.7 | — | — | |
| Socio Multi-HotSocio-demographic features=true, Text encoder=Sentence-BERT2026.04 | 61.6 | 62.6 | 60.7 | |
| Qwen3Guard-4B-GenParams=4B2026.07 | 61.6 | — | — | |
| Qwen3Guard-0.8B-GenParams=0.8B2026.07 | 57.8 | — | — | |
| Multi-TaskSocio-demographic features=false, Text encoder=Sentence-BERT2026.04 | 54.3 | 61.4 | 48.7 | |
| Simple ModelSocio-demographic features=false, Text encoder=Sentence-BERT2026.04 | 48.6 | 45.3 | 52.5 |