Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning

10 March 2025

Papers citing "Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning"

11 / 11 papers shown

Title
Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL Songjun Tu Jiahao Lin Qichao Zhang Xiangyu Tian Linjing Li Xiangyuan Lan Dongbin Zhao OffRL ReLM LRM 21 0 0 16 May 2025
Scalable LLM Math Reasoning Acceleration with Low-rank Distillation Harry Dong Bilge Acun Beidi Chen Yuejie Chi LRM 34 0 0 08 May 2025
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 165 1 0 30 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Zheng Lin Li Cao Weiping Wang ReLM LRM 42 0 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 166 2 0 15 Apr 2025
Reasoning without Regret Tarun Chitra OffRL LRM 35 0 0 14 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 52 8 1 14 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 73 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 91 16 0 27 Mar 2025
Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities Weixiang Zhao Xingyu Sui Jiahe Guo Yulin Hu Yang Deng Yanyan Zhao Bing Qin Wanxiang Che Tat-Seng Chua Ting Liu ELM LRM 59 4 0 23 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 83 31 0 20 Mar 2025