Datasets:
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README.md
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- **Two modalities**: `image` or `video`
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- **Two question formats**: `multiple-choice` (MC) or `true/false` (TF)
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---
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## 🧩 Reasoning Types
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The benchmark questions challenge perceptual consistency through:
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- Object identity under occlusion
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- Shape/color constancy
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- Spatial invariance
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- Visual illusions
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- Comparative reasoning across altered perspectives
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- Common physical scene understanding
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```
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- The `metadata.jsonl` files store structured entries for each modality.
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- `.gif` files are stored in `videos/` and marked as `media_type = video
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```json
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{
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"file_name": "
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"media_type": "
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"question_type": "TF",
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"sec_label":
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"question": "
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"correct_answer": "
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}
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```
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If you use this dataset, please cite:
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```bibtex
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@misc{
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title={Probing Perceptual Constancy in Vision
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author={Haoran Sun and
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year={2025},
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}
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```
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## 🤝 Acknowledgments
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This dataset is developed by the Grow AI Like a Child community to support structured
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- **Two modalities**: `image` or `video`
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- **Two question formats**: `multiple-choice` (MC) or `true/false` (TF)
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---
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```
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- The `metadata.jsonl` files store structured entries for each modality.
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- `.gif` files are stored in `videos/` and marked as `media_type = video`.
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---
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```json
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{
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"file_name": "a0033.JPG",
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"media_type": "image",
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"question_type": "TF",
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"sec_label": 1.0,
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"question": "In the picture, has the actual color of the bridge itself changed?",
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"correct_answer": "No"
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}
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```
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If you use this dataset, please cite:
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```bibtex
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@misc{sun2025probingperceptualconstancylarge,
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title={Probing Perceptual Constancy in Large Vision Language Models},
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author={Haoran Sun and Suyang Yu and Yijiang Li and Qingying Gao and Haiyun Lyu and Hokin Deng and Dezhi Luo},
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year={2025},
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eprint={2502.10273},
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archivePrefix={arXiv},
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/2502.10273},
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}
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```
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## 🤝 Acknowledgments
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This dataset is developed by the Grow AI Like a Child community to support structured.
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