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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 data useful, please consider citing our work:
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-
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- ```bibtex
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- @misc{vlmreg2025,
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- title = {Vision–Language Models Are Not Pragmatically Competent in Referring Expression Generation},
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- year = {2025},
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- note = {Under review at COLM 2025, ACL GEM 2025},
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- url = {https://vlm-reg.github.io},
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- }
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- ```
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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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