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The `RefOI` dataset is designed for fine-grained REG/REC analysis. It distinguishes between **COCO** and **non-COCO classes**, and between scenes with **single presence vs. co-occurrence** of the same class.
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We encourage users to leverage these distinctions for deeper insights and invite community contributions to expand non-COCO annotations.
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The `RefOI` dataset is designed for fine-grained REG/REC analysis. It distinguishes between **COCO** and **non-COCO classes**, and between scenes with **single presence vs. co-occurrence** of the same class.
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We encourage users to leverage these distinctions for deeper insights and invite community contributions to expand non-COCO annotations.
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## Citation
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If you find our dataset helpful, please cite our work:
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```bibtex
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@misc{ma2025visionlanguagemodelspragmaticallycompetent,
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title={Vision-Language Models Are Not Pragmatically Competent in Referring Expression Generation},
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author={Ziqiao Ma and Jing Ding and Xuejun Zhang and Dezhi Luo and Jiahe Ding and Sihan Xu and Yuchen Huang and Run Peng and Joyce Chai},
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year={2025},
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eprint={2504.16060},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2504.16060},
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}
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```
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