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Surgical Video Question Answering on REAL-Colon-Reason (Level 1)

65.3EMRL framework over Digital Twin Representations
16.62829.26441.954.536Jun 15, 2026

Evaluation results

MethodLinks
RL framework over Digital Twin Representations2026.0665.370.8
InternVL3-1B2026.0648.253.5
PitVQA2026.0645.150.8
Qwen3-VL-8B2026.0642.848.5
SurgViVQA2026.0640.546.2
Surgical-LVLM2026.0638.544.1
Qwen3-VL-4B2026.0635.541.2
Qwen2.5-VL-3B2026.0630.235.6
MedGemma-4B2026.0625.631.4
SurgicalGPT2026.0622.428.2
VideoLLaMA3-2B2026.0618.524.1