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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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+ ```