Perceptual Perturbation

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Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling (arxiv.org)

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Researchers propose a method to reduce bias in multimodal large language models (LLMs) by introducing perceptual perturbation and reward modeling. The approach aims to improve the fairness and accuracy of LLMs in judgment tasks.

bias llm models multimodal perceptual-perturbation