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derived measurements 1evaluation metrics 1llm over-trust 1physiological sensing 1reliability evidence 1

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cs.AI2026

When Derived Measurements Mislead: Quantifying and Mitigating LLM Over-Trust with Privileged-Modality Reliability Evidence

Zongheng Guo, Tao Chen, Tianli Li +6

The paper defines and quantifies derived-feature over‑trust (DFOT) where large language models treat derived measurements as direct facts, using physiological sensing (PPG vs. ECG)…