@article{rethinkingthecomparisonunitinsequencelev, title = {Rethinking the Comparison Unit in Sequence-Level Reinforcement Learning: An Equal-Length Paired Training Framework from Loss Correction to Sample Construction}, author = {Fei Ding and Yongkang Zhang and Runhao Liu and Yuhao Liao and Zijian Zeng and Huiming Yang and Sibo wang and Linglin Liao}, year = {2026}, eprint = {2604.17328}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.17328}, }