Aspect-based Review Scoring on ICLR-5k
2.26Actionability ScoreBayes
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BayesGenerator=Mistral3-24B2026.06 | 2.26 | 2.53 | 2.86 | 2.77 | |
| + ConformalGenerator=Mistral3-24B2026.06 | 2.26 | 2.53 | 2.87 | 2.77 | |
| + ConformalGenerator=Gemma3-27B2026.06 | 2.14 | 2.48 | 2.84 | 3.07 | |
| BayesGenerator=Gemma3-27B2026.06 | 2.13 | 2.48 | 2.84 | 3.06 | |
| MinmaxGenerator=Mistral3-24B2026.06 | 2.13 | 2.44 | 2.82 | 2.77 | |
| MinmaxGenerator=Gemma3-27B2026.06 | 2.04 | 2.49 | 2.83 | 3.07 | |
| SamplingGenerator=Gemma3-27B2026.06 | 1.99 | 2.44 | 2.8 | 3.02 | |
| SamplingGenerator=Mistral3-24B2026.06 | 1.92 | 2.37 | 2.77 | 2.68 | |
| BayesGenerator=Qwen3-30B2026.06 | 1.69 | 2.88 | 2.8 | 3.32 | |
| + ConformalGenerator=Qwen3-30B2026.06 | 1.68 | 2.87 | 2.79 | 3.31 | |
| MinmaxGenerator=Qwen3-30B2026.06 | 1.67 | 2.96 | 2.82 | 3.36 | |
| SamplingGenerator=Qwen3-30B2026.06 | 1.59 | 2.84 | 2.77 | 3.28 |