Logical Reasoning on Penguins (Accuracy and Statistical Analysis)
98Final AccuracyTRAS**
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRAS**Configuration=MCSA + TR2025.07 | 98 | 0.008 | 2.449 | 92.9 | 95.8 | |
| Baseline + TR*Regularization=Textual Regularization from iter. 02025.07 | 96.7 | 0.041 | 1.493 | 92.9 | 95.8 | |
| Baseline + MCSA*Aggregation samples (K)=22025.07 | 94.2 | 0.083 | 1.148 | 92.9 | 95.8 | |
| PromptAgentstatus=Baseline2025.07 | 92.3 | — | — | 92.9 | 95.8 |