Toxicity Mitigation on ToxicTop
0.458RelevanceDATG-P
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DATG-PBase LLM=OPT 6.7B2024.02 | 0.458 | 36.738 | 0.427 | |
| DATG-PBase LLM=Falcon 7B2024.02 | 0.454 | 40.568 | 0.447 | |
| DATG-PBase LLM=LLaMA-2 13B2024.02 | 0.45 | 42.863 | 0.385 | |
| CONTINUATIONBase LLM=OPT 6.7B2024.02 | 0.448 | 31.965 | 0.373 | |
| DATG-PBase LLM=Alpaca 7B2024.02 | 0.446 | 60.561 | 0.373 | |
| CONTINUATIONBase LLM=Alpaca 7B2024.02 | 0.444 | 36.901 | 0.371 | |
| INJECTIONBase LLM=Falcon 7B2024.02 | 0.444 | 25.764 | 0.36 | |
| INJECTIONBase LLM=Alpaca 7B2024.02 | 0.443 | 37.088 | 0.359 | |
| INJECTIONBase LLM=OPT 6.7B2024.02 | 0.443 | 28.66 | 0.389 | |
| CONTINUATIONBase LLM=Falcon 7B2024.02 | 0.442 | 28.897 | 0.383 | |
| CONTINUATIONBase LLM=LLaMA-2 13B2024.02 | 0.441 | 39.253 | 0.341 | |
| INJECTIONBase LLM=LLaMA-2 13B2024.02 | 0.441 | 48.72 | 0.336 | |
| INJECTIONBase LLM=Phi-2 2.7B2024.02 | 0.434 | 30.329 | 0.365 | |
| DATG-PBase LLM=Phi-2 2.7B2024.02 | 0.434 | 43.146 | 0.314 | |
| DATG-LBase LLM=OPT 6.7B2024.02 | 0.425 | 32.342 | 0.25 | |
| PREADDBase LLM=LLaMA-2 13B2024.02 | 0.424 | 70.29 | 0.271 | |
| CONTINUATIONBase LLM=Phi-2 2.7B2024.02 | 0.42 | 29.009 | 0.286 | |
| DATG-LBase LLM=Alpaca 7B2024.02 | 0.419 | 38.206 | 0.234 | |
| DATG-LBase LLM=Falcon 7B2024.02 | 0.418 | 28.412 | 0.248 | |
| PREADDBase LLM=OPT 6.7B2024.02 | 0.418 | 59.047 | 0.329 | |
| DATG-LBase LLM=LLaMA-2 13B2024.02 | 0.417 | 42.737 | 0.23 | |
| PREADDBase LLM=Alpaca 7B2024.02 | 0.416 | 64.515 | 0.28 | |
| PREADDBase LLM=Falcon 7B2024.02 | 0.414 | 59.37 | 0.334 | |
| DATG-LBase LLM=Phi-2 2.7B2024.02 | 0.403 | 27.879 | 0.193 | |
| PREADDBase LLM=Phi-2 2.7B2024.02 | 0.392 | 37.404 | 0.22 | |
| FUDGEBase LLM=LLaMA-2 13B2024.02 | 0.36 | 374.839 | 0.253 | |
| FUDGEBase LLM=OPT 6.7B2024.02 | 0.36 | 378.332 | 0.365 | |
| FUDGEBase LLM=Alpaca 7B2024.02 | 0.358 | 368.952 | 0.234 | |
| FUDGEBase LLM=Falcon 7B2024.02 | 0.358 | 371.807 | 0.333 | |
| FUDGEBase LLM=Phi-2 2.7B2024.02 | 0.345 | 348.332 | 0.246 |