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@@ -107,14 +107,16 @@ PaveBench supports four core tasks:
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  It also includes an agent-augmented evaluation setting where vision-language models are combined with domain-specific tools for more reliable quantitative analysis.
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- ## Usage
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-
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- Example usage with `datasets`:
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-
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- ```python
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- from datasets import load_dataset
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-
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- dataset = load_dataset("MML-Group/PaveBench")
 
 
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  ```
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  ---
 
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  It also includes an agent-augmented evaluation setting where vision-language models are combined with domain-specific tools for more reliable quantitative analysis.
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+ ## Citation
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+ If you use this dataset in your work, please cite it as:
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+ ```bibtex
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+ @article{li2026pavebench,
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+ title={PaveBench: A Versatile Benchmark for Pavement Distress Perception and Interactive Vision-Language Analysis},
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+ author={Li, Dexiang and Che, Zhenning and Zhang, Haijun and Zhou, Dongliang and Zhang, Zhao and Han, Yahong},
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+ journal={arXiv preprint arXiv:2604.02804},
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+ year={2026},
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+ url={https://arxiv.org/abs/2604.02804}
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+ }
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  ```
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  ---