@inproceedings{liu-etal-2026-metascale, title = "{M}eta{S}cale: Test-Time Scaling with Evolving Meta-Thoughts", author = "Liu, Qin and Zhou, Wenxuan and Xu, Nan and Huang, James Y. and Wang, Fei and Zhang, Sheng and Poon, Hoifung and Chen, Muhao", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.574/", pages = "11828--11842", ISBN = "979-8-89176-395-1" }