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Benchmarks
Video Question Answering on MVBench (Accuracy, Think Ratio, Response Length)
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72
Accuracy
VideoAuto-R1
61.704
64.377
67.05
69.723
Jan 8, 2026
Accuracy
Think Ratio
Response Length
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
Think Ratio
Response Length
VideoAuto-R1
Reasoning Mode=AutoThi...
2026.01
72
31
52
VideoAuto-R1
Reasoning Mode=AutoThi...
2026.01
71
25
44
VideoChat-R1.5
Reasoning Mode=Think-Only
2026.01
70.6
-
133
Qwen3-VL-8B
Reasoning Mode=None, R...
2026.01
69.4
-
2.2
Temporal-RLT
Reasoning Mode=Think-Only
2026.01
68.1
-
-
LongVILA-R1
Reasoning Mode=Think-Only
2026.01
67.6
-
-
Qwen2.5-VL-7B
Reasoning Mode=None, R...
2026.01
67.1
-
3
LOVE-R1
Reasoning Mode=Think-Only
2026.01
66.6
-
-
Video-R1
Reasoning Mode=Think-Only
2026.01
65.5
-
386
Video-RFT
Reasoning Mode=Think-Only
2026.01
62.1
-
-
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