The Abstraction Gap in Vision-Language Causal Reasoning

Chinh Hoang, Mohammad Rashedul Hasan

Vision-language models (VLMs) generate fluent causal explanations, but current evaluations cannot distinguish linguistic plausibility from faithful causal reasoning. We introduce a…