PEGRL: Improving Machine Translation by Post-Editing Guided Reinforcement LearningMay 8, 2026·Yunzhi Shen,Hao Zhou,Xin Huang,Xue Han,Junlan FengShujian Huang· 0 min read Cite URLTypeConference paperPublicationFindings of the Association for Computational Linguistics: ACL 2026Last updated on May 8, 2026← How Do Answer Tokens Read Reasoning Traces? Self-Reading Patterns in Thinking LLMs for Quantitative Reasoning May 8, 2026Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers May 8, 2026 →