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ResearchFormerly WizWand

Video Question Answering on VideoMME KFS-Bench full set

68.4AccuracyASCS
60.18462.31764.4566.583Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ASCSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=ASCS2025.1268.40.313
K-meansMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=K-means2025.1267.90.282
ITSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=ITS2025.1267.60.313
ASCSMLLM=InternVL3-8B, Frames=64, Sampling Method=ASCS2025.1267.60.311
ITSMLLM=InternVL3-8B, Frames=64, Sampling Method=ITS2025.1267.10.313
AKSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=AKS2025.1266.90.291
AKSMLLM=InternVL3-8B, Frames=64, Sampling Method=AKS2025.1266.90.291
UniformMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=Uniform2025.1266.60.276
K-meansMLLM=InternVL3-8B, Frames=64, Sampling Method=K-means2025.1266.60.282
ASCSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=ASCS2025.12660.318
UniformMLLM=InternVL3-8B, Frames=64, Sampling Method=Uniform2025.1265.40.276
ITSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=ITS2025.1265.20.313
K-meansMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=K-means2025.1264.70.282
AKSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=AKS2025.1264.50.291
UniformMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=Uniform2025.12640.276
ASCSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=ASCS2025.1263.10.265
AKSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=AKS2025.1262.40.248
ITSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=ITS2025.12620.258
K-meansMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=K-means2025.1260.90.206
UniformMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=Uniform2025.1260.50.202