Datasets:
Add files using upload-large-folder tool
Browse files- .gitattributes +3 -0
- README.md +80 -0
- test/annotations.jsonl +0 -0
- test/grasp_bench.tar +3 -0
- train/annotations.jsonl +3 -0
- train/data_rl.jsonl +3 -0
- train/data_sft.jsonl +3 -0
- train/videos/.avsbench.done +0 -0
- train/videos/.embody3d.done +0 -0
- train/videos/.friendsmmc.done +0 -0
- train/videos/.social-iq.done +0 -0
- train/videos/.social_gesture.done +0 -0
- train/videos/.tvqa.done +0 -0
- train/videos/.werewolf.done +0 -0
- train/videos/avsbench_part001.tar +3 -0
- train/videos/embody3d_part001.tar +3 -0
- train/videos/embody3d_part002.tar +3 -0
- train/videos/embody3d_part003.tar +3 -0
- train/videos/embody3d_part004.tar +3 -0
- train/videos/embody3d_part005.tar +3 -0
- train/videos/embody3d_part006.tar +3 -0
- train/videos/friendsmmc_part001.tar +3 -0
- train/videos/friendsmmc_part002.tar +3 -0
- train/videos/friendsmmc_part003.tar +3 -0
- train/videos/friendsmmc_part004.tar +3 -0
- train/videos/social-iq_part001.tar +3 -0
- train/videos/social_gesture_part001.tar +3 -0
- train/videos/tvqa_part001.tar +3 -0
- train/videos/tvqa_part002.tar +3 -0
- train/videos/tvqa_part003.tar +3 -0
- train/videos/tvqa_part004.tar +3 -0
- train/videos/tvqa_part005.tar +3 -0
- train/videos/werewolf_part001.tar +3 -0
- train/videos/werewolf_part002.tar +3 -0
.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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train/data_sft.jsonl filter=lfs diff=lfs merge=lfs -text
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train/data_rl.jsonl filter=lfs diff=lfs merge=lfs -text
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train/annotations.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: cc-by-nc-4.0
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task_categories:
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- video-text-to-text
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language:
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- en
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tags:
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- social-reasoning
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- gaze
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- gesture
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- video-question-answering
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size_categories:
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- 100K<n<1M
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configs:
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- config_name: default
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data_files:
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- split: train
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path: train/annotations.jsonl
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- split: test
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path: test/annotations.jsonl
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---
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# GRASP: Learning to Ground Social Reasoning in Multi-Person Non-Verbal Interactions
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[📜 Paper](https://arxiv.org/abs/2605.15764) · [🌐 Project Page](https://social-reaoning.github.io/grasp/) · [💻 Code](https://github.com/Social-Reaoning/grasp) · [🤖 Model](https://huggingface.co/interlive/GRASP-Qwen3-VL-8B)
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GRASP is a large-scale social reasoning dataset that connects high-level social QA with fine-grained gaze and deictic gesture events, organized by a 16-category taxonomy spanning gaze (T1–T6), gesture (G1–G6), and joint gaze–gesture reasoning (J1–J4), together with **GRASP-Bench** for evaluation.
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## Structure
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```
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train/
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├── annotations.jsonl # all training QA, one row per QA (shown in the Dataset Viewer)
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├── data_sft.jsonl # open-ended QA with structured reasoning traces (SFT, training format)
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├── data_rl.jsonl # MCQ with ground-truth social events (SGR / GRPO, training format)
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└── videos/ # per-QA video clips, tar parts (<=9GB each)
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├── avsbench_part001.tar # extracts to avsbench/video/*.mp4
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├── embody3d_part001.tar ...
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└── ...
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test/
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├── annotations.jsonl # GRASP-Bench QA, one row per QA (shown in the Dataset Viewer)
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└── grasp_bench.tar # GRASP-Bench: json/*.json + video/*.mp4 (1,196 items)
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```
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`annotations.jsonl` columns: `id`, `video` (path inside the extracted archives), `source`, `category`, `difficulty`, `format` (`mcq` / `open_ended`), `question`, `options`, `answer`, `response` (structured reasoning target for open-ended training QA).
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Each training JSONL line is a list of input specs:
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```json
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[{"type": "video", "path": "avsbench/video/<clip>.mp4", "fps": 2.0, ...},
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{"type": "text", "content": "<question>", "output": false},
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{"type": "text", "content": "<answer>", "output": true}]
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```
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Video `path` fields are relative to the extracted `train/videos/` root. Extract all tars into one directory and point training at it:
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```bash
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for t in train/videos/*.tar; do tar -xf "$t" -C /path/to/video_root; done
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```
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GRASP-Bench items are one JSON per QA with `clip_file`, `qa.category` (T1–T6 / G1–G6 / C1–C4 for joint), `qa.question`, `qa.options`, `qa.answer`.
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## Usage
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Training and evaluation code: https://github.com/Social-Reaoning/grasp
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## License
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GRASP annotations (QA pairs and social event labels) are released under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) for non-commercial research use only. Video clips are derived from AVSBench, Embody3D, FriendsMMC, Social-IQ, SocialGesture, TVQA, and Werewolf Among Us, and remain subject to the licenses and terms of use of their original sources. Commercial use is not permitted.
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## Citation
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```bibtex
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@article{kim2026grasp,
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title={GRASP: Learning to Ground Social Reasoning in Multi-Person Non-Verbal Interactions},
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author={Kim, Junho and Cao, Xu and Yang, Houze and Boote, Bikram and Jojic, Ana and Ryan, Fiona and Lai, Bolin and Lee, Sangmin and Rehg, James M},
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journal={arXiv preprint arXiv:2605.15764},
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year={2026}
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}
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```
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test/annotations.jsonl
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test/grasp_bench.tar
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train/annotations.jsonl
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train/data_rl.jsonl
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train/data_sft.jsonl
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train/videos/.avsbench.done
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File without changes
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train/videos/.embody3d.done
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File without changes
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train/videos/.friendsmmc.done
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File without changes
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train/videos/.social-iq.done
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train/videos/.tvqa.done
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train/videos/.werewolf.done
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train/videos/avsbench_part001.tar
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train/videos/embody3d_part001.tar
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