Reasoning Before Diagnosis: Physician-Inspired Structured Thinking for ECG Classification

In three linesCardioThink, a physician-inspired MLLM framework, structures ECG diagnosis through explicit reasoning stages (rhythm, conduction, morphology, impression) to enhance interpretability. Structured Set Policy Optimization (SSPO) aligns clinical reasoning without manual annotations, outperforming direct prediction approaches across ECG benchmarks.

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