Decoding Stability on Causal and Downstream Robustness Ablation Suite Averaged over 4 models
0.8Decoding Δ%HETA
Evaluation results
| Method | Links | |
|---|---|---|
| HETAMethod Variant=Full2026.04 | 0.8 | |
| HETAMethod Variant=LR+WIN2026.04 | 0.9 | |
| HETAMethod Variant=w/o Hessian2026.04 | 1.6 | |
| HETAMethod Variant=w/o KL2026.04 | 1.8 | |
| HETAMethod Variant=w/o Transition2026.04 | 2.1 | |
| ReAGentMethod Variant=Standard2026.04 | 2.4 | |
| SEA-CoTMethod Variant=Standard2026.04 | 2.5 | |
| fAMLMethod Variant=Standard2026.04 | 2.6 | |
| Progressive InferenceMethod Variant=Standard2026.04 | 2.7 | |
| ContextCiteMethod Variant=Standard2026.04 | 2.9 | |
| TDD-backwardMethod Variant=Standard2026.04 | 3 | |
| Peering (PML)Method Variant=Standard2026.04 | 3.1 | |
| Integrated GradientsMethod Variant=Standard2026.04 | 3.4 | |
| Attention RolloutMethod Variant=Standard2026.04 | 4.2 |