#clinical terminology erasure

The VLM Evaluation Trap: Clinical Terminology Erasure and Hallucinated Bias Behind High Scores

Vision-language models score high on radiology report benchmarks while systematically erasing critical clinical terms and introducing hallucinated bias. This article examines evaluation metric flaws and hidden failure modes.