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Video Question Answering on Video-MME long overall durations

66.46Acc (Long, -subs)Video-QTR
29.893639.386848.8858.3732Dec 10, 2025

Evaluation results

MethodLinks
Video-QTR2025.1266.4675.1972.5980.93—
gemini2.5-pro2025.1261.496570.5376.81—
qwen2.5-vl-max2025.1251.4760.3765.9672.99—
VILA-1.52025.1250.8525959.4—
gpt-4.12025.1250.5161.0467.2373.9—
Flash-Vstream2025.1250.361.461.267—
VITA-1.02025.1248.650.955.859.2—
VideoLLaMA2025.1247.64952.454.71—
VideoChat2025.1245.653.355.359.7—
Video-LLaVA2025.1236.238.139.941.6—
MovieChat2025.1233.436.1333.437.11—
VideoChat2-Mistral2025.1233.239.239.543.8—
ST-LLM2025.1231.336.937.942.3—
Dispider-7B# Frames=1 fps2026.03————57.2
Kangaroo-7B# Frames=642026.03————56
LLaVA-Next-Video-7B# Frames=322026.03————46.6
LongVA-7B# Frames=1282026.03————52.6
MovieChat-7B# Frames=20482026.03————38.2
Qwen2.5-VL-7B# Frames=1 fps2026.03————63.2
TimeChat-Online-7B# Frames=1 fps2026.03————62.5
Video-CCAM-14B# Frames=962026.03————53.2
VideoChat-Online-8B# Frames=2 fps2026.03————52.8
VideoChat2-7B# Frames=162026.03————39.5
VideoXL-7B# Frames=1282026.03————55.5
WAT# Frames=1 fps2026.03————62.4