Reasoning on LIAR Ambiguity-Augmented subset of 200 samples
69Accuracy@1DisambiguSLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DisambiguSLM2026.04 | 69 | 72.6 | 12.5 | |
| OPRO2026.04 | 67.6 | 70 | 21.4 | |
| SPO2026.04 | 67.1 | 69.8 | 20.2 | |
| APE2026.04 | 65.9 | 67.9 | 23.8 | |
| TextGrad2026.04 | 65.7 | 67.8 | 23.1 | |
| CoT2026.04 | 65.4 | 67.2 | 24.6 | |
| PromptAgent2026.04 | 64.1 | 66.5 | 24.2 | |
| Naïve prompting2026.04 | 63.5 | 65 | 26.9 | |
| PromptBreeder2026.04 | 63.2 | 65.7 | 24.9 | |
| Step-back2026.04 | 62.8 | 65.1 | 25.3 | |
| Rephrase2026.04 | 50.5 | 52.8 | 29.4 |