Multimodal LLMs exhibit central tendency bias when scoring ordinal clinical images, over-predicting low scores and under-predicting high scores even after prompt ablations.
Automatic dementia screening and scoring by applying deep learning on clock-drawing tests.Scientific Reports, 10(1):20854, 2020
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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.