Overconfident and Blind to Details: Fixing Prompt Insensitivity with Abductive Preference Learning
arXiv:2510.09887v2 Announce Type: replace
Abstract: Vision and language models frequently ignore semantically critical input edits, defaulting to pretraining priors. For example, models will confidently assert a five-legged dog has four legs; conseque…