@inproceedings{wang-etal-2026-sppo, title = "{SPPO}: Sequence-Level {PPO} for Long-Horizon Reasoning Tasks", author = "Wang, Tianyi and Li, Yixia and Li, Long and Chen, Yibiao and Huang, Shaohan and Chen, Yun and Li, Peng and Liu, Yang and Chen, Guanhua", 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.356/", pages = "7831--7853", ISBN = "979-8-89176-390-6" }