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Demonstration Selection on Demo-ICL-Bench
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76
Overall Accuracy
Human
12.04
28.645
45.25
61.855
Feb 9, 2026
Overall Accuracy
Selection Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Overall Accuracy
Selection Accuracy
Human
2026.02
76
88
Gemini-2.5-Pro
2026.02
26
-
GPT-4o
2026.02
24.5
-
Demo-ICL
Size=7B, Frame=32
2026.02
24
58
Demo-ICL (SFT)
Size=7B, Frame=32
2026.02
21.5
54.5
LLaVA-Video
Size=7B, Frame=32
2026.02
20.5
44.5
VideoChat-R1
Size=7B, Frame=32
2026.02
18.5
52
Qwen2.5-VL
Size=7B, Frame=32
2026.02
18
46
Qwen2.5-VL
Size=72B, Frame=32
2026.02
18
54
Ola-Video (Base)
Size=7B, Frame=32
2026.02
18
48
Video-R1
Size=7B, Frame=32
2026.02
17.5
48
InternVL-3
Size=8B, Frame=32
2026.02
16.5
44
Ola
Size=7B, Frame=32
2026.02
16
43
Qwen2-VL
Size=7B, Frame=32
2026.02
14.5
38
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