Title
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning Bairu Hou Yang Zhang Jiabao Ji Yujian Liu Kaizhi Qian Jacob Andreas Shiyu Chang OffRL LRM 80 20 0 02 Apr 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 146 71 0 20 Mar 2025
DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models Yi Shen Jing Zhang Jieyun Huang Shuming Shi Wenjing Zhang Jiangze Yan Rongjia Du Ning Wang Kai Wang Shiguo Lian LRM 96 42 0 06 Mar 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu Xianfeng Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 66 13 0 18 Feb 2025
Thinking Preference Optimization Wang Yang Hongye Jin Jingfeng Yang Vipin Chaudhary Xiaotian Han ReLM LRM 60 3 0 17 Feb 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Xinyin Ma Guangnian Wan Runpeng Yu Gongfan Fang Xinchao Wang LRM 134 38 0 13 Feb 2025
Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization Yu-Neng Chuang Leisheng Yu Guanchu Wang Lizhe Zhang Zirui Liu Xuanting Cai Yang Sui Vladimir Braverman Xia Hu 74 11 0 06 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 98 132 0 05 Feb 2025
Demystifying Long Chain-of-Thought Reasoning in LLMs Edward Yeo Yuxuan Tong Morry Niu Graham Neubig Xiang Yue OffRL LRM 117 107 0 05 Feb 2025
Survey and Improvement Strategies for Gene Prioritization with Large Language Models Matthew Neeley Guantong Qi Guanchu Wang Ruixiang Tang Dongxue Mao ... Bo Yuan Fan Xia Pengfei Liu Zhandong Liu Xia Hu LM&MA 135 2 0 30 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 254 1,503 0 22 Jan 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yun Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 123 77 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 194 250 0 22 Jan 2025
MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation Chia-Yuan Chang Zhimeng Jiang Vineeth Rakesh Menghai Pan Chin-Chia Michael Yeh ... Mingzhi Hu Zhichao Xu Yan Zheng Mahashweta Das Na Zou 45 2 0 03 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 127 158 0 30 Dec 2024
Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion Guanchu Wang Yu-Neng Chuang Ruixiang Tang Shaochen Zhong Jiayi Yuan ... Zirui Liu Vipin Chaudhary Shuai Xu James Caverlee Xia Hu PILM 123 2 0 06 Oct 2024
Assessing and Enhancing Large Language Models in Rare Disease Question-answering Guanchu Wang Junhao Ran Ruixiang Tang Chia-Yuan Chang Chia-Yuan Chang Yu-Neng Chuang Zirui Liu Vladimir Braverman Zhandong Liu Xia Hu LM&MA 70 6 0 15 Aug 2024
Distilling System 2 into System 1 Ping Yu Jing Xu Jason Weston Ilia Kulikov OffRL LRM 91 76 0 08 Jul 2024
RouteLLM: Learning to Route LLMs with Preference Data Isaac Ong Amjad Almahairi Vincent Wu Wei-Lin Chiang Tianhao Wu Joseph E. Gonzalez M. W. Kadous Ion Stoica 89 85 0 26 Jun 2024
OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems Chaoqun He Renjie Luo Yuzhuo Bai Shengding Hu Zhen Leng Thai ... Yuxiang Zhang Jie Liu Lei Qi Zhiyuan Liu Maosong Sun ELM AIMat 71 205 0 21 Feb 2024
GPQA: A Graduate-Level Google-Proof Q&A Benchmark David Rein Betty Li Hou Asa Cooper Stickland Jackson Petty Richard Yuanzhe Pang Julien Dirani Julian Michael Samuel R. Bowman AI4MH ELM 70 627 0 20 Nov 2023
LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models Huiqiang Jiang Qianhui Wu Chin-Yew Lin Yuqing Yang Lili Qiu 60 108 0 09 Oct 2023
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 204 4,175 0 27 Oct 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang D. Song Jacob Steinhardt ReLM FaML 127 2,109 0 05 Mar 2021