EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning - ACL Anthology
Xiaoqian Liu, Ke Wang, Yongbin Li, Yuchuan Wu, Wentao Ma, Aobo Kong, Fei Huang, Jianbin Jiao, Junge Zhang [EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning](https://aclanthology.org/2025.acl-long.747/) (Liu et al., ACL 2025) ACL materials are Copyright © 1963–2026 ACL; other materials are copyrighted by their respective copyright holders. Materials prior to 2016 here are licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 International License. Permission is granted to make copies for the purposes of teaching and research. Materials published in or after 2016 are licensed on a Creative Commons Attribution 4.0 International License. The ACL Anthology is managed and built by the ACL Anthology team of volunteers. Site last built on 07 January 2026 at 01:10 UTC with commit ed95914.
EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning - ACL Anthology EPO : Explicit Policy Optimization for Strategic Reasoning in LLM s via Reinforcement Learning Xiaoqian Liu , Ke Wang , Yongbin Li , Yuchuan Wu , Wentao Ma , Aobo Kong , Fei Huang , Jianbin Jiao , Junge Zhang Correct Metadata for Use this form to create a GitHub issue with structured data describing the correction. You will need a GitHub account. Once you create that issue, the correction will be reviewed by a staff member. ⚠️ Mobile Users: Submitting this form to create a new issue wil
saved by
related reading
- Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning - ACL Anthologyaclanthology.org
- Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up - ACL Anthologyaclanthology.org
- The Role of Deductive and Inductive Reasoning in Large Language Models - ACL Anthologyaclanthology.org
- RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models - ACL Anthologyaclanthology.org
- Reasoning for Translation: Comparative Analysis of Chain-of-Thought and Tree-of-Thought Prompting for LLM Translation - ACL Anthologyaclanthology.org
- Enhancing Machine Translation with Self-Supervised Preference Data - ACL Anthologyaclanthology.org
- Multi-perspective Alignment for Increasing Naturalness in Neural Machine Translation - ACL Anthologyaclanthology.org
- Neural Machine Translation for Agglutinative Languages via Data Rejuvenation - ACL Anthologyaclanthology.org
- Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions - ACL Anthologyaclanthology.org
- 2025.acl-long.896.pdfaclanthology.org
- 2025.acl-srw.17.pdfaclanthology.org
- DRT: Deep Reasoning Translation via Long Chain-of-Thought - ACL Anthologyaclanthology.org