MACD: Model-Aware Contrastive Decoding via Counterfactual Data

Qixin Xiao, Kun Zhou

Video language models (Video-LLMs) are prone to hallucinations, generating plausible but ungrounded content when visual evidence is weak, ambiguous, or biased. Existing methods, su…