Topic Classification on Yahoo
70.3AccuracyinversedMixup
Evaluation results
| Method | Links | |
|---|---|---|
| inversedMixupK=All2026.01 | 70.3 | |
| LLM-MixK=All2026.01 | 69.4 | |
| BaseK=All2026.01 | 69.1 | |
| LLM-GenK=All2026.01 | 69.1 | |
| TextsmoothK=All2026.01 | 68.9 | |
| BTK=All2026.01 | 68.7 | |
| LLM-RewK=All2026.01 | 68.7 | |
| EDAK=All2026.01 | 68 | |
| MixupK=All2026.01 | 67.9 | |
| AWDK=All2026.01 | 66.9 | |
| inversedMixupK=102026.01 | 65.6 | |
| DecTn (Shots)=162022.12 | 64.2 | |
| MixupK=102026.01 | 64 | |
| LLM-RewK=102026.01 | 62.9 | |
| EDAK=102026.01 | 62.6 | |
| LLM-GenK=102026.01 | 62.3 | |
| BaseK=102026.01 | 62.1 | |
| BTK=102026.01 | 62.1 | |
| inversedMixupK=52026.01 | 62 | |
| LLM-MixK=102026.01 | 61.8 | |
| AWDK=102026.01 | 61.4 | |
| MixupK=52026.01 | 61.1 | |
| TextsmoothK=102026.01 | 61 | |
| EDAK=52026.01 | 60.8 | |
| LLM-RewK=52026.01 | 60.6 | |
| LLM-GenK=52026.01 | 60.4 | |
| AWDK=52026.01 | 59 | |
| BaseK=52026.01 | 58.9 | |
| BTK=52026.01 | 58.8 | |
| LLM-MixK=52026.01 | 57.5 | |
| TextsmoothK=52026.01 | 56.2 | |
| inversedMixupK=12026.01 | 54.9 | |
| LLM-GenK=12026.01 | 52.9 | |
| MixupK=12026.01 | 51.6 | |
| LLM-RewK=12026.01 | 50.1 | |
| Promptn (Shots)=02022.12 | 49.9 | |
| EDAK=12026.01 | 48.4 | |
| BTK=12026.01 | 48.2 | |
| BaseK=12026.01 | 47.7 | |
| TextsmoothK=12026.01 | 46.1 | |
| LLM-MixK=12026.01 | 44.2 | |
| AWDK=12026.01 | 43.1 |