Multimodal Evaluator Preference Collapse: Cross-Modal Coupling in Self-Evolving Agents

Zewen Liu

When AI agents use language models to evaluate their own outputs in a feedback loop, systematic biases emerge. We show that Evaluator Preference Collapse (EPC) is dramatically ampl…