2025 "large language model reasoning" Papers

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Conference

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Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning

Kongcheng Zhang, QI YAO, Shunyu Liu et al.

NEURIPS 2025posterarXiv:2506.08745
12
citations

Let Me Think! A Long Chain of Thought Can Be Worth Exponentially Many Short Ones

Parsa Mirtaheri, Ezra Edelman, Samy Jelassi et al.

NEURIPS 2025posterarXiv:2505.21825
4
citations

Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective

Jorge (Zhoujun) Cheng, Shibo Hao, Tianyang Liu et al.

NEURIPS 2025posterarXiv:2506.14965
35
citations

Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

Mufei Li, Siqi Miao, Pan Li

ICLR 2025posterarXiv:2410.20724
57
citations

SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning

Jiaqi Chen, Bang Zhang, Ruotian Ma et al.

NEURIPS 2025posterarXiv:2504.19162
21
citations

SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning

Xiao Liang, Zhong-Zhi Li, Yeyun Gong et al.

NEURIPS 2025posterarXiv:2506.08989
14
citations