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+ ---
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+ license: cc-by-4.0
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+ language:
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+ - en
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+ tags:
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+ - video-generation
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+ - image-to-video
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+ - visual-reasoning
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+ - benchmark
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+ pretty_name: VBVR-Pro-Bench
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # VBVR-Pro-Bench
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+
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+ The frozen **evaluation split** of VBVR-Pro. 100 parameterized reasoning tasks, 5 held-out instances each, in both a video (I2V) and an interleaved-image setting.
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+
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+ Part of the **VBVR (Very Big Video Reasoning Suite)** project: <https://video-reason.com>.
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+
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+ Companion resources: [VBVR-Pro-SFT-Video](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Video) · [VBVR-Pro-SFT-Image](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Image) · [VBVR-Pro-RL](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-RL)
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+
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+ ## At a glance
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+
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+ | Property | Value |
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+ |---|---|
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+ | Tasks | **100** (`In-Domain_50` 50 + `Out-of-Domain_50` 50) |
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+ | Instances per task | **5** |
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+ | Total instances | **500** per setting (1,000 across both) |
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+ | Settings | Video (I2V) and Image (interleaved generation) |
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+ | Resolution | **1024 × 1024** |
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+ | Video | 16 fps, MPEG-4 Part 2, as generated (no re-encode) |
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+ | Size | 83.9 MB (video) + 9.8 MB (image) |
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+
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+ `In-Domain_50` covers task families that also appear in the training splits; `Out-of-Domain_50` covers task families that do **not**, and is the split to report generalization on.
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+
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+ ## Layout
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+
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+ ```
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+ .
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+ ├── VBVR-Pro-Bench-Video.tar.gz
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+ └── VBVR-Pro-Bench-Image.tar.gz
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+ ```
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+
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+ Extracting either archive yields:
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+
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+ ```
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+ VBVR-Pro-Bench-<Video|Image>/
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+ └── <In-Domain_50|Out-of-Domain_50>/
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+ └── <TASK>/ # e.g. G-131_select_next_figure_increasing_size_sequence_data-generator
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+ └── 00000/ … 00004/
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+ ```
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+
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+ Per instance:
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+
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+ | Setting | Files |
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+ |---|---|
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+ | Video | `first_frame.png`, `ground_truth.mp4`, `final_frame.png`, `prompt.txt` |
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+ | Image | `first_frame.png`, `frame_1.png` … `frame_N.png`, `prompt.txt` |
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+
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+ `first_frame.png` is the conditioning image, `prompt.txt` the instruction, and the remaining files the reference output. `N` varies by task (1–21) according to how many steps the instruction asks the model to render.
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+
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+ ## Usage
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+
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+ ```bash
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+ huggingface-cli download Video-Reason/VBVR-Pro-Bench --repo-type dataset --local-dir ./VBVR-Pro-Bench
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+ cd VBVR-Pro-Bench && tar xzf VBVR-Pro-Bench-Video.tar.gz
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+ ```
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+
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+ Generate one video (or image sequence) per instance from `first_frame.png` + `prompt.txt`, then score with [VBVR-EvalKit](https://github.com/Video-Reason/VBVR-EvalKit).