@inproceedings{liu-etal-2025-thinking, title = "Thinking Before You Speak: A Proactive Test-time Scaling Approach", author = "Liu, Cong and Chai, Wenchang and Wu, Hejun and Pan, Yan and Wei, Pengxu and Lin, Liang", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/author-page-yu-wang-polytechnic/2025.findings-emnlp.1341/", doi = "10.18653/v1/2025.findings-emnlp.1341", pages = "24643--24650", ISBN = "979-8-89176-335-7" }