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README.md
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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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# VBVR-Pro-Bench
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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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Part of the **VBVR (Very Big Video Reasoning Suite)** project: <https://video-reason.com>.
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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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## At a glance
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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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`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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## Layout
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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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Extracting either archive yields:
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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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Per instance:
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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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`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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## Usage
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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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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).
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