Litcius/Paper detail

Fidelity of Medical Reasoning in Large Language Models

Suhana Bedi, Yixing Jiang, Philip Chung, Oluwasanmi Koyejo, Nigam H. Shah

2025JAMA Network Open30 citationsDOIOpen Access PDF

Abstract

This cross-sectional study evaluates whether the performance of large language models on medical benchmarks reflects logical reasoning or pattern recognition.

Topics & Concepts

FidelityComputer scienceLogical reasoningNatural language processingVerbal reasoningArtificial intelligencePsychologyCognitionNeuroscienceTelecommunicationsArtificial Intelligence in Healthcare and EducationMachine Learning in HealthcareExplainable Artificial Intelligence (XAI)