Toxic Output Mitigation on RealToxicityPrompts 1.0 (Toxic)
0.299ToxicityPREADD-S
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PREADD-SBase language model=OPT-6.7B, Sampling strategy=Pure sampling, Generation length=32 tokens, Prefix type=Static2023.07 | 0.299 | 69.1 | 0.253 | |
| PREADD-DBase language model=OPT-6.7B, Sampling strategy=Pure sampling, Generation length=32 tokens, Prefix type=Dynamic2023.07 | 0.326 | 75.5 | 0.25 | |
| FUDGEBase language model=OPT-6.7B, Sampling strategy=Top-k sampling (k=100), Generation length=32 tokens2023.07 | 0.355 | 26.6 | 0.292 | |
| GBase language model=OPT-6.7B, Sampling strategy=Pure sampling, Generation length=32 tokens2023.07 | 0.375 | 62.9 | 0.272 | |
| NEGPROMPTBase language model=OPT-6.7B, Sampling strategy=Pure sampling, Generation length=32 tokens2023.07 | 0.441 | 66.3 | 0.282 |