| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SHP AlpacaEval 2.0 | LCWR18.44 | 14 | 15d ago | ||
| UltraFeedback | FedPDPO | Accuracy69.92 | 11 | 2mo ago | |
| PyDPO | FedPDPO | Accuracy91.47 | 11 | 2mo ago | |
| WebGPT | FedPDPO | Accuracy58.92 | 11 | 2mo ago | |
| Code-Vulnerability-Security 11 clients | FedPDPO | Accuracy92.8 | 11 | 2mo ago | |
| Code-Vulnerability-Security 3 clients | FedPDPO | Accuracy96.92 | 11 | 2mo ago | |
| IMDB 10 clients | FedPDPO | Accuracy85.23 | 11 | 2mo ago | |
| IMDB 3 clients | FedPDPO | Accuracy87.41 | 11 | 2mo ago | |
| RLHFlow AlpacaEval 2.0 | Difficulty-Based Preference Data Selection | LCWR19.85 | 7 | 15d ago | |
| Skywork AlpacaEval 2.0 | Difficulty-Based Preference Data Selection | LCWR20.56 | 7 | 15d ago |
