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+ ---
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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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+ - reinforcement-learning
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+ pretty_name: VBVR-Pro-RL
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # VBVR-Pro-RL
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+
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+ <p align="center">
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+ <a href="https://huggingface.co/datasets/Video-Reason/VBVR-Pro-Bench" target="_blank">
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+ <img alt="VBVR-Pro-Bench" src="https://img.shields.io/badge/%F0%9F%A4%97%20_VBVR_Pro_Bench-Benchmark-ffc107?color=ffc107&logoColor=white" height="20" />
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+ </a>
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+ <a href="https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Video" target="_blank">
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+ <img alt="VBVR-Pro-SFT-Video" src="https://img.shields.io/badge/%F0%9F%A4%97%20_VBVR_Pro_SFT-Video-ffc107?color=ffc107&logoColor=white" height="20" />
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+ </a>
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+ <a href="https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Image" target="_blank">
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+ <img alt="VBVR-Pro-SFT-Image" src="https://img.shields.io/badge/%F0%9F%A4%97%20_VBVR_Pro_SFT-Image-ffc107?color=ffc107&logoColor=white" height="20" />
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+ </a>
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+ <a href="https://github.com/Video-Reason/VBVR-Pro-Bench" target="_blank">
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+ <img alt="Scorer" src="https://img.shields.io/badge/Scorer-VBVR_Pro_Bench-100000?style=flat-square&logo=github&logoColor=white" height="20" />
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+ </a>
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+ <a href="LICENSE">
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+ <img alt="License" src="https://img.shields.io/badge/License-Apache_2.0-blue.svg" height="20" />
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+ </a>
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+ </p>
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+
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+
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+ The **reinforcement-learning split** of VBVR-Pro: 50 parameterized tasks × 1,000 instances, held out from the SFT splits, in both a video (TI2V) and an interleaved-image setting.
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+
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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 | **50** |
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+ | Instances per task | **1,000** |
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+ | Total instances | **50,000** per setting |
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+ | Archives | 50 video + 50 image tar.gz |
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+ | Total size | **10.9 GB** (video 9.7 + image 1.2) |
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+ | Resolution | **1024 × 1024**, as generated |
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+ | Video | 16 fps, MPEG-4 Part 2, no re-encode |
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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-RL-Video/
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+ │ ├── G-131_select_next_figure_increasing_size_sequence_data-generator.tar.gz
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+ │ └── … # 50 archives
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+ ├── VBVR-Pro-RL-Image/
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+ │ ├── G-131_select_next_figure_increasing_size_sequence_data-generator.tar.gz
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+ │ └── … # 50 archives
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+ ├── video_jsonl/ # 50 files
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+ ├── image_jsonl/ # 50 files
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+ ├── meta_video_rl.json
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+ └── meta_image_rl.json
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+ ```
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+
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+ An archive under `VBVR-Pro-RL-Video/` extracts to:
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+
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+ ```
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+ G-131_select_next_figure_increasing_size_sequence_data-generator/ # task
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+ └── select_next_figure_increasing_size_sequence_task/ # subtask
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+ ├── select_next_figure_increasing_size_sequence_00005005/ # sample
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+ │ ├── first_frame.png # conditioning image (1024 × 1024)
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+ │ ├── metadata.json # task parameters, ground truth, scoring contract
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+ │ └── video/
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+ │ ├── prompt.txt # instruction
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+ │ ├── ground_truth.mp4 # reference video (16 fps, MPEG-4 Part 2)
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+ │ └── final_frame.png # last frame of the reference video
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+ ├── select_next_figure_increasing_size_sequence_00005006/ # same files
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+ ├── …
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+ └── select_next_figure_increasing_size_sequence_00006004/ # 1,000 samples per task
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+ ```
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+
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+ The matching archive under `VBVR-Pro-RL-Image/` has the same task, subtask and
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+ sample names, with the reference output as an image sequence instead:
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+
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+ ```
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+ G-131_select_next_figure_increasing_size_sequence_data-generator/
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+ └── select_next_figure_increasing_size_sequence_task/
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+ ├── select_next_figure_increasing_size_sequence_00005005/
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+ │ ├── first_frame.png # conditioning image (1024 × 1024)
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+ │ ├── metadata.json # task parameters, ground truth, scoring contract
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+ │ └── image/
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+ │ ├── prompt.txt # instruction
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+ │ ├── frame_1.png # reference output, step 1
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+ │ └── … # up to frame_N.png
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+ ├── select_next_figure_increasing_size_sequence_00005006/
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+ ├── …
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+ └── select_next_figure_increasing_size_sequence_00006004/
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+ ```
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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-RL --repo-type dataset --local-dir ./rl
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+ mkdir -p rl-data && for f in ./rl/VBVR-Pro-RL-Video/*.tar.gz; do tar xzf "$f" -C rl-data; done
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+ ```
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+
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+ ### Index files
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+
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+ `meta_video_rl.json` and `meta_image_rl.json` map every task to its jsonl under
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+ `video_jsonl/` and `image_jsonl/`. `root` is the directory the archives were
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+ extracted into and `length` is that task's row count (1,000 throughout).
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+
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+ Video rows carry `sample_id`, `first_frame`, `metadata`, `clip_path`,
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+ `final_frame` and `prompt`, every path relative to `root` — the same schema as
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+ [VBVR-Pro-SFT-Video](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Video).
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+ Image rows carry `id`, `image`, `conversations` and `annotation_steps`, matching
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+ [VBVR-Pro-SFT-Image](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Image).