Language Modeling on CNN Daily Mail (test)
16.84PerplexityDropout
Evaluation Results
| Method | Links | |
|---|---|---|
| DropoutPercentage of influential data=20%, Model backbone=GPT-22025.09 | 16.84 | |
| DataInfPercentage of influential data=20%, Model backbone=GPT-22025.09 | 16.87 | |
| LOGRAPercentage of influential data=20%, Model backbone=GPT-22025.09 | 16.89 | |
| Hessian-freePercentage of influential data=20%, Model backbone=GPT-22025.09 | 16.9 | |
| Hessian-freePercentage of influential data=15%, Model backbone=GPT-22025.09 | 16.91 | |
| DataInfPercentage of influential data=15%, Model backbone=GPT-22025.09 | 16.91 | |
| FJLTPercentage of influential data=20%, Model backbone=GPT-22025.09 | 16.91 | |
| DropoutPercentage of influential data=15%, Model backbone=GPT-22025.09 | 16.95 | |
| FJLTPercentage of influential data=15%, Model backbone=GPT-22025.09 | 16.98 | |
| LOGRAPercentage of influential data=15%, Model backbone=GPT-22025.09 | 17.03 | |
| Random RankingPercentage of influential data=20%, Model backbone=GPT-22025.09 | 17.05 | |
| LiSSAPercentage of influential data=20%, Model backbone=GPT-22025.09 | 17.05 | |
| Random RankingPercentage of influential data=15%, Model backbone=GPT-22025.09 | 17.1 | |
| DropoutPercentage of influential data=10%, Model backbone=GPT-22025.09 | 17.1 | |
| LiSSAPercentage of influential data=15%, Model backbone=GPT-22025.09 | 17.11 | |
| DataInfPercentage of influential data=10%, Model backbone=GPT-22025.09 | 17.11 | |
| Hessian-freePercentage of influential data=10%, Model backbone=GPT-22025.09 | 17.13 | |
| FJLTPercentage of influential data=10%, Model backbone=GPT-22025.09 | 17.14 | |
| LOGRAPercentage of influential data=10%, Model backbone=GPT-22025.09 | 17.24 | |
| FJLTPercentage of influential data=5%, Model backbone=GPT-22025.09 | 17.25 | |
| DropoutPercentage of influential data=5%, Model backbone=GPT-22025.09 | 17.27 | |
| LiSSAPercentage of influential data=10%, Model backbone=GPT-22025.09 | 17.31 | |
| Random RankingPercentage of influential data=10%, Model backbone=GPT-22025.09 | 17.38 | |
| LiSSAPercentage of influential data=5%, Model backbone=GPT-22025.09 | 17.4 | |
| Random RankingPercentage of influential data=5%, Model backbone=GPT-22025.09 | 17.43 | |
| Hessian-freePercentage of influential data=5%, Model backbone=GPT-22025.09 | 17.43 | |
| LOGRAPercentage of influential data=5%, Model backbone=GPT-22025.09 | 17.65 | |
| DataInfPercentage of influential data=5%, Model backbone=GPT-22025.09 | 18.04 |