Temporal Semantic Understanding on Temporal Semantics Vinoground and TimeBlind (test)
70.9Task 1 AccuracyUnifiedReward-Flex
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UnifiedReward-FlexMethod Category=Reasoning-based Reward Model, Evaluation Mode=pairwise2026.06 | 70.9 | 37 | 23.1 | |
| UnifiedReward-ThinkMethod Category=Reasoning-based Reward Model, Evaluation Mode=pairwise2026.06 | 67 | 38.3 | 19.8 | |
| UnifiedReward2.0Method Category=Non-reasoning Reward Model2026.06 | 58.8 | 52.5 | 30.8 | |
| VideoScore1.1Method Category=Non-reasoning Reward Model2026.06 | 51.3 | 47.2 | 1.3 | |
| SG-PVRMethod Category=Reasoning-based Reward Model, Evaluation Mode=pointwise2026.06 | 51.3 | 51.9 | 31.4 | |
| OmniScoreMethod Category=Training-free Baseline2026.06 | 47.7 | 53.8 | 6 | |
| VideoScore2Method Category=Reasoning-based Reward Model2026.06 | 42 | 40.4 | 16.1 | |
| ETVAMethod Category=Training-free Baseline2026.06 | 33.3 | 31 | 11.2 | |
| VBench2.0Method Category=Training-free Baseline2026.06 | 22.4 | 21.6 | 10.2 | |
| VisionRewardMethod Category=Non-reasoning Reward Model2026.06 | 20.2 | 19 | 0.5 | |
| VideoRewardMethod Category=Non-reasoning Reward Model2026.06 | 19.2 | 17 | 0.8 | |
| LiFTMethod Category=Non-reasoning Reward Model2026.06 | 0.2 | 0.2 | 0 |