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ResearchFormerly WizWand

Video Question Answering on LongVideoBench KFS-Bench (full set)

65.5AccuracyASCS
56.86859.10961.3563.591Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ASCSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=ASCS2025.1265.50.269
ASCSMLLM=InternVL3-8B, Frames=64, Sampling Method=ASCS2025.1265.40.268
ITSMLLM=InternVL3-8B, Frames=64, Sampling Method=ITS2025.1265.10.256
AKSMLLM=InternVL3-8B, Frames=64, Sampling Method=AKS2025.1264.90.235
ASCSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=ASCS2025.1264.10.269
ASCSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=ASCS2025.1263.60.199
ITSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=ITS2025.1263.60.256
AKSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=AKS2025.1263.50.235
ITSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=ITS2025.1263.40.256
AKSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=AKS2025.1263.20.235
K-meansMLLM=InternVL3-8B, Frames=64, Sampling Method=K-means2025.1262.70.157
ITSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=ITS2025.1261.90.202
K-meansMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=K-means2025.1261.70.157
AKSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=AKS2025.1261.50.188
UniformMLLM=InternVL3-8B, Frames=64, Sampling Method=Uniform2025.1260.80.143
UniformMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=Uniform2025.1260.20.143
K-meansMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=K-means2025.1259.80.11
UniformMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=Uniform2025.1259.50.143
K-meansMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=K-means2025.1259.50.157
UniformMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=Uniform2025.1257.20.099