Causal Reasoning on NoisyCausal
80.7Accuracy (W/O Noise)Graph-Guided (Ours)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Graph-Guided (Ours)2026.05 | 80.7 | 77.3 | 74.6 | 71.8 | 76.2 | 73.5 | 69.9 | |
| Causal CoT2026.05 | 73.4 | 70.4 | 66.9 | 63.1 | 68.8 | 65.2 | 60.7 | |
| ToT2026.05 | 68.3 | 65.1 | 61.7 | 57.2 | 63.4 | 59.5 | 54.6 | |
| Reflexion2026.05 | 67.8 | 65.7 | 62.3 | 58.4 | 64.1 | 60.2 | 56.9 | |
| CoT2026.05 | 65.5 | 63.5 | 58.9 | 55.4 | 60.8 | 56.2 | 53.3 | |
| ReAct2026.05 | 64.5 | 64.2 | 60.4 | 56.1 | 62.5 | 57 | 52.7 | |
| GPT-42026.05 | 62.8 | 60.4 | 56.3 | 50.1 | 59.8 | 54 | 48.5 | |
| GPT-3.52026.05 | 57.9 | 54.2 | 49.6 | 44.7 | 52 | 47.1 | 43.8 | |
| Alpaca2026.05 | 53.6 | 51.4 | 46.6 | 42 | 50.3 | 43.8 | 41.2 | |
| LLaMa2026.05 | 52.4 | 50.1 | 45.7 | 41.3 | 48.9 | 42.6 | 40.7 |