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ECG Classification on PTB-XL Superclass (official)

75.46PrecisionCardioThink-SSPO
39.777649.041358.30567.5687May 17, 2026

Evaluation results

MethodLinks
CardioThink-SSPOPhase=SSPO2026.0575.4672.9274.17
CardioThink-SFTPhase=SFT2026.0574.4572.1373.28
MERLCategory=Pretrained Discriminative Models2026.0568.2175.369.89
PLUSECategory=Generative Models based on MLLM2026.0563.0167.1265
MELPCategory=Pretrained Discriminative Models2026.0556.1972.2660.6
QoQ-MedCategory=Generative Models based on MLLM2026.0544.734.639.01
ECG-ChatCategory=Generative Models based on MLLM2026.0543.4749.2146.16
GEMCategory=Generative Models based on MLLM2026.0541.1536.7138.8