Multimodal LLMs exhibit central tendency bias when scoring ordinal clinical images, over-predicting low scores and under-predicting high scores even after prompt ablations.
Early detection of alzheimer’s disease based on leveraging multimodal features of the clock drawing test.Journal of Alzheimer’s Disease, page 13872877261423940, 2026
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Auditing Multimodal LLM Raters: Central Tendency Bias in Clinical Ordinal Scoring
Multimodal LLMs exhibit central tendency bias when scoring ordinal clinical images, over-predicting low scores and under-predicting high scores even after prompt ablations.