ECG-R1 is a new reasoning MLLM for ECGs that grounds outputs in measurable features and monograph thresholds via protocol-guided data, interleaved modality dropout, and RL with diagnostic evidence rewards.
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ECG-R1: Protocol-Guided and Modality-Agnostic MLLM for Reliable ECG Interpretation
ECG-R1 is a new reasoning MLLM for ECGs that grounds outputs in measurable features and monograph thresholds via protocol-guided data, interleaved modality dropout, and RL with diagnostic evidence rewards.