Conditional Hypothesis Generation on Synthetic bill summaries Sign reversal, |H|=5
71.6Surface Similarityoracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| oracle2026.06 | 71.6 | 78.8 | |
| interaction-lassoType=Proposed2026.06 | 60 | 57.6 | |
| lassoType=SAE2026.06 | 48.4 | 36.2 | |
| sep. scoreType=SAE2026.06 | 46 | 37.9 | |
| demeaned-lasso (ablation)Type=Proposed2026.06 | 45.4 | 39.8 | |
| demeaned-reweighted-lassoType=Proposed2026.06 | 44.8 | 33.5 | |
| random2026.06 | 41.8 | 38.1 | |
| llm-covariateType=LLM-direct2026.06 | 22.4 | 32.5 | |
| llm-globalType=LLM-direct2026.06 | 21 | 26.9 |