Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation

Sihang Jia, Shuliang Liu, Songbo Yang +3

Multimodal Large Language Models frequently suffer from inference hallucinations, partially stemming from language priors dominating visual evidence. Existing training-free mitigat…