@inproceedings{ni-etal-2026-efficient, title = "Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models", author = "Ni, Jingwei and Fadeeva, Ekaterina and Wu, Tianyi and Akhtar, Mubashara and Zhang, Jiaheng and Ash, Elliott and Leippold, Markus and Baldwin, Timothy and Ng, See-Kiong and Shelmanov, Artem and Sachan, Mrinmaya", 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.536/", pages = "11667--11689", ISBN = "979-8-89176-390-6" }