@inproceedings{ding-etal-2026-decoding, title = "Decoding Scientific Experimental Images: The {SPUR} Benchmark for Perception, Understanding, and Reasoning", author = "Ding, Junpeng and Tang, Zichen and E, Haihong and Ji, Mengyuan and Liu, Yang and Tian, Haolin and Sun, Haiyang and Sun, Pengqi and Xu, Yang and Liu, Yichen and Gao, Haocheng and Xi, Zijie and Jiang, Ruomeng and Zhao, Peizhi and Li, Rongjin and Li, Yuanze and Liu, Jiacheng and Yang, Zhongjun and Chen, Jintong and Lin, Siying", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.585/", pages = "12859--12882", ISBN = "979-8-89176-390-6" }