Self-Training Elicits Concise Reasoning in Large Language Models

Self-Training Elicits Concise Reasoning in Large Language Models

27 February 2025

Tergel Munkhbat

Papers citing "Self-Training Elicits Concise Reasoning in Large Language Models"

9 / 9 papers shown

Title
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 49 0 0 30 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Li Cao Weiping Wang ReLM LRM 26 0 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 50 0 0 15 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 40 4 1 14 Apr 2025
Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification Anqi Zhang Yulin Chen Jane Pan Chen Zhao Aurojit Panda Jinyang Li He He ReLM LRM 30 2 0 07 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Y. Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 56 7 0 29 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 76 11 0 27 Mar 2025
Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging Han Wu Yuxuan Yao Shuqi Liu Zehua Liu Xiaojin Fu Xiongwei Han X. Li Hui-Ling Zhen Tao Zhong Mingxuan Yuan MoMe LRM 62 4 0 26 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 55 21 0 20 Mar 2025