Evaluating Explanation-Driven Vision-Language Reasoning via Generation Order Interventions
This work systematically evaluates whether explanations are causally tied to model predictions within a single generation step under a controlled experimental setup, explicitly eliminating unnecessary chain-of-thought or other intermediate reasoning processes across knowledge-intensive QA, visual entailment, and compos...