EndoCogniAgent: Closed-Loop Agentic Reasoning with Self-Consistency Validation for Endoscopic Diagnosis

In three linesEndoCogniAgent is a closed-loop agentic framework for iterative endoscopic diagnosis. It couples fine-grained visual evidence acquisition and multi-step reasoning via self-consistency validation (knowledge and temporal consistency). On EndoAgentBench (6,132 QA pairs from 11 datasets), the system achieves 85.23% accuracy on perception and 71.13% clinical acceptance on reasoning tasks.

Summary generated by Claude — human-verified