Automated Paper Review on MLRBench
8.38Review ScoreBITE
Evaluation Results
| Method | Links | |
|---|---|---|
| BITEJudge Model=llama-3.3-70b-instruct2026.05 | 8.38 | |
| Random ActionJudge Model=llama-3.3-70b-instruct2026.05 | 8.34 | |
| Iterative RewriteJudge Model=llama-3.3-70b-instruct2026.05 | 8.17 | |
| Initial ScoreJudge Model=llama-3.3-70b-instruct2026.05 | 7.9 | |
| BITEJudge Model=o3-mini2026.05 | 7.67 | |
| BITEJudge Model=deepseek-r1-05282026.05 | 7.63 | |
| Iterative RewriteJudge Model=o3-mini2026.05 | 7.53 | |
| Random ActionJudge Model=o3-mini2026.05 | 7.53 | |
| BITEJudge Model=gemini-2.5-flash2026.05 | 7.44 | |
| Initial ScoreJudge Model=o3-mini2026.05 | 7.43 | |
| Random ActionJudge Model=deepseek-r1-05282026.05 | 7.31 | |
| Random ActionJudge Model=gemini-2.5-flash2026.05 | 7.18 | |
| Iterative RewriteJudge Model=deepseek-r1-05282026.05 | 6.84 | |
| Iterative RewriteJudge Model=gemini-2.5-flash2026.05 | 6.59 | |
| BITEJudge Model=qwen3-235b2026.05 | 6.5 | |
| Random ActionJudge Model=qwen3-235b2026.05 | 6.43 | |
| Iterative RewriteJudge Model=qwen3-235b2026.05 | 6.37 | |
| Initial ScoreJudge Model=qwen3-235b2026.05 | 6.01 | |
| Initial ScoreJudge Model=deepseek-r1-05282026.05 | 5.67 | |
| Initial ScoreJudge Model=gemini-2.5-flash2026.05 | 5.28 |