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Video Question Answering on NExT-GQA

79.3AccuracySDRL
14.92431.63748.3565.063Mar 26, 2026Mar 27, 2026Mar 29, 2026Mar 31, 2026Apr 2, 2026Apr 4, 2026Apr 6, 2026

Evaluation results

MethodLinks
SDRLTraining=RL2026.0379.3
SDRLTraining=RL, Training dataset=EventFlow2026.0377.3
TW-GRPOTraining=RL2026.0376.1
VideoChat-R1Training=RL2026.0376
Qwen2.5-VL-7BTraining=None2026.0375.9
VideoRFTTraining=SFT+ RL, Input frames=16-frame2026.0375.1
Video-R1Training=SFT+ RL2026.0374.3
Qwen2.5-VL-7BTraining=None, Chain-of-Thought (CoT)=ours CoT2026.0373.6
Factum-4BSource Type=Open-Source, FPS=1fps2026.0473.6
Qwen3-VL-4B-InstructSource Type=Open-Source, FPS=1fps2026.0472.1
Qwen3-VL-4B-ThinkingSource Type=Open-Source, FPS=1fps2026.0466.6
Qwen2.5-VL-7BSource Type=Open-Source, FPS=1fps2026.0459.5
VTimeLLM-7BSource Type=Open-Source, FPS=1fps2026.0417.4