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Video Question Answering and Temporal Grounding on ForeSeaQA-Text

67.7AccuracyVideoLLaMA3
32.75641.82850.959.972Mar 24, 2026

Evaluation results

MethodLinks
VideoLLaMA3Params=7B2026.0367.715.5
ForeSeaParams=7B2026.0366.713.3
VideoRAGParams=7B2026.0363.84.3
InternVL3Params=8B2026.0363.49.9
InternVL3Params=9B2026.0362.78.8
Qwen2.5-VLParams=72B2026.0361.410.1
Qwen2.5-VLParams=7B2026.03597.5
LLaVA-OneVisionParams=7B2026.0358.57.7
GLM-4.1V-ThinkingParams=9B2026.0355.18.4
T*Params=7B2026.0348.44.2
InternVL3Params=2B2026.0334.17.1