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Multi-modal Multi-span Medical Question Answering on M3QuestionIng

94.34AccuracyM3QAFrame
9.47631.50853.5475.572May 19, 2026

Evaluation results

MethodLinks
M3QAFrameTraining Strategy=Trained on M3QuestionIng2026.0594.3491.3294.34
GPT-4oEvaluation Protocol=Average of zero-shot and few-shot2026.0581.278.579.5
Qwen2.5-VLTraining Strategy=finetuned2026.0565.385.0765.38
MMEmbedEvaluation Protocol=Average of zero-shot and few-shot2026.0552.1566.6734.59
LLaVAEvaluation Protocol=Average of zero-shot and few-shot2026.0540.5656.3240.87
MedGemmaTraining Strategy=finetuned2026.0539.1655.0539.16
VLM2VecEvaluation Protocol=Average of zero-shot and few-shot2026.0528.0543.5127.84
Uni-MedCLIPEvaluation Protocol=Average of zero-shot and few-shot2026.0512.7422.611.78