Detoxification on ToxiGen (test)
97.4MTVDetoxLLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DetoxLLMModel=Llama-3-8B-Instruct, Training Dataset=DetoxLLM2026.01 | 97.4 | 84.1 | 28 | 2.79 | |
| VanillaModel=Llama3.1-8B-Instruct, Training Dataset=Vanilla2026.01 | 96.8 | 90 | 39.5 | 1.85 | |
| VanillaModel=Qwen2.5-7B-Instruct, Training Dataset=Vanilla2026.01 | 96.8 | 89.4 | 37.1 | 2.11 | |
| VanillaModel=Llama-3-8B-Instruct, Training Dataset=Vanilla2026.01 | 95.6 | 89.1 | 38.3 | 2.77 | |
| ParaDetoxModel=Llama-3-8B-Instruct, Training Dataset=ParaDetox2026.01 | 95.6 | 84.2 | 30.1 | 2.94 | |
| ParaDetoxModel=Qwen2.5-7B-Instruct, Training Dataset=ParaDetox2026.01 | 95 | 84.4 | 33.6 | 3.57 | |
| VanillaModel=Llama-3.2-3B-Instruct, Training Dataset=Vanilla2026.01 | 94.4 | 86.4 | 33.7 | 5.38 | |
| DetoxLLMModel=Qwen2.5-7B-Instruct, Training Dataset=DetoxLLM2026.01 | 93.3 | 83.7 | 30.7 | 3.52 | |
| DetoxLLMModel=Llama3.1-8B-Instruct, Training Dataset=DetoxLLM2026.01 | 92.8 | 80.5 | 25.3 | 4.31 | |
| ParaDetoxModel=Llama3.1-8B-Instruct, Training Dataset=ParaDetox2026.01 | 92.4 | 81.1 | 27.8 | 4.57 | |
| SRDModel=Llama-3-8B-Instruct, Training Dataset=SRD(Ours)2026.01 | 92 | 81.7 | 21.5 | 3.26 | |
| ParaDetoxModel=Llama-3.2-3B-Instruct, Training Dataset=ParaDetox2026.01 | 91.1 | 75.9 | 16.3 | 5.28 | |
| SRDModel=Llama3.1-8B-Instruct, Training Dataset=SRD(Ours)2026.01 | 90.6 | 78.5 | 20 | 4.44 | |
| DetoxLLMModel=Llama-3.2-3B-Instruct, Training Dataset=DetoxLLM2026.01 | 90.4 | 75.5 | 17.2 | 5.43 | |
| SRDModel=Qwen2.5-7B-Instruct, Training Dataset=SRD(Ours)2026.01 | 90.4 | 76.9 | 13.7 | 4.82 | |
| SRDModel=Llama-3.2-3B-Instruct, Training Dataset=SRD(Ours)2026.01 | 90.2 | 66.6 | 8 | 4.84 |