@inproceedings{liu-etal-2026-guide, title = "{GUIDE}: Towards Scalable Advising for Research Ideas", author = "Liu, Yaowenqi and Meng, BingXu and Pan, Rui and Liu, Yuxing and Huang, Jerry and You, Jiaxuan and Zhang, Tong", 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.1984/", pages = "42813--42834", ISBN = "979-8-89176-390-6" }