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# Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning
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<p align="center">
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<img src="https://huggingface.co/datasets/Monosail/VIPER/blob/main/overview.png" width="95%"> <br>
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</p>
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## 👀 About VIPER
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- Statistics: 309 carefully curated samples spanning 6 distinct domains (i.e., temporal, structural, symbolic, spatial, physics and planning reasoning).
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- New Metric: Process-outcome Consistency (POC@r). POC@r evaluate video correctness at both process- and outcome-level, with multiple frames uniformly sampled from the whole video at rate r, instead of the last frame only.
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## Dataset Statistics
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# Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning
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## 👀 About VIPER
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- Statistics: 309 carefully curated samples spanning 6 distinct domains (i.e., temporal, structural, symbolic, spatial, physics and planning reasoning).
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- New Metric: Process-outcome Consistency (POC@r). POC@r evaluate video correctness at both process- and outcome-level, with multiple frames uniformly sampled from the whole video at rate r, instead of the last frame only.
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<p align="center">
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<img src="https://huggingface.co/datasets/Monosail/VIPER/resolve/main/overview.png" width="85%"> <br>
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</p>
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## Dataset Statistics
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