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ResearchFormerly WizWand

Video Understanding on MMBench-Video (TR/Overall Metrics)

1.46TR ScoreInternVL3-8B (MERIT)
1.03361.14431.2551.3657Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
InternVL3-8B (MERIT)Model=InternVL3-8B, Variant=MERIT2026.041.461.72
InternVL3-8B (BASE)Model=InternVL3-8B, Variant=BASE2026.041.441.68
InternVL3-8B (ALL-LAYER)Model=InternVL3-8B, Variant=ALL-LAYER2026.041.441.71
InternVL3-8B (RANDOM-K)Model=InternVL3-8B, Variant=RANDOM-K2026.041.431.7
Qwen3-VL-4B (MERIT)Model=Qwen3-VL-4B, Variant=MERIT2026.041.381.66
Qwen3-VL-4B (ALL-LAYER)Model=Qwen3-VL-4B, Variant=ALL-LAYER2026.041.271.59
Qwen3-VL-4B (RANDOM-K)Model=Qwen3-VL-4B, Variant=RANDOM-K2026.041.271.55
LongVA-7B (MERIT)Model=LongVA-7B, Variant=MERIT2026.041.091.29
LongVA-7B (ALL-LAYER)Model=LongVA-7B, Variant=ALL-LAYER2026.041.081.28
Qwen3-VL-4B (BASE)Model=Qwen3-VL-4B, Variant=BASE2026.041.081.5
LongVA-7B (RANDOM-K)Model=LongVA-7B, Variant=RANDOM-K2026.041.071.25
LongVA-7B (BASE)Model=LongVA-7B, Variant=BASE2026.041.051.27