Francis Ferraro

DecomposeRL introduces an accurate and traceable claim verification model by framing the decomposition process as an RL policy, achieving state-of-the-art performance with significantly fewer training resources.

The paper introduces Trajectory-aware OPD (TOPD), a method that uses near-future trajectory information to improve On-Policy Distillation by accurately identifying and guiding true reasoning divergences, significantly boosting model performance.