Auditing Multimodal LLM Raters: Central Tendency Bias in Clinical Ordinal Scoring

Jiaqing Zhang, Sandeep Elluri, Bhanu Cherukuvada +7

Multimodal large language models (LLMs) are increasingly explored as automated evaluators in clinical settings, yet their scoring behavior on ordinal clinical scales remains poorly…