Title
Exploring and Exploiting the Inherent Efficiency within Large Reasoning Models for Self-Guided Efficiency Enhancement Weixiang Zhao Jiahe Guo Yang Deng Xingyu Sui Yulin Hu Yanyan Zhao Wanxiang Che Bing Qin Tat-Seng Chua Ting Liu LRM 64 0 0 18 Jun 2025
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Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Chenlong Wang Yuanning Feng Dongping Chen Zhaoyang Chu Ranjay Krishna Tianyi Zhou LRM 30 0 0 10 Jun 2025
Thinking in Character: Advancing Role-Playing Agents with Role-Aware Reasoning Yihong Tang Kehai Chen Muyun Yang Zhengyu Niu Jing Li Tiejun Zhao Min Zhang LLMAG AI4CE LRM 61 0 0 02 Jun 2025
When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners Weixiang Zhao Jiahe Guo Yang Deng Tongtong Wu Wenxuan Zhang ... Yanyan Zhao Wanxiang Che Bing Qin Tat-Seng Chua Ting Liu LRM 142 0 0 21 May 2025
Compass-V2 Technical Report Sophia Maria MoE LRM 123 0 0 22 Apr 2025
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models Wenyuan Zhang Jiawei Sheng Xinghua Zhang Zefeng Zhang Tingwen Liu ELM LRM 127 5 0 14 Apr 2025
A Multimedia Analytics Model for the Foundation Model Era Marcel Worring Jan Zahálka Stef van den Elzen M. T. Fischer Daniel A. Keim VGen HAI 146 1 0 08 Apr 2025
Reasoning Effort and Problem Complexity: A Scaling Analysis in LLMs Benjamin Estermann Roger Wattenhofer LRM 73 2 0 19 Mar 2025
Can Large Reasoning Models do Analogical Reasoning under Perceptual Uncertainty? Giacomo Camposampiero Michael Hersche Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 111 2 0 14 Mar 2025
Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning Yuxiao Qu Matthew Y. R. Yang Amrith Rajagopal Setlur Lewis Tunstall E. Beeching Ruslan Salakhutdinov Aviral Kumar OffRL 164 49 0 10 Mar 2025
MastermindEval: A Simple But Scalable Reasoning Benchmark Jonas Golde Patrick Haller Fabio Barth Alan Akbik LRM ReLM ELM 194 2 0 07 Mar 2025
Towards Understanding Distilled Reasoning Models: A Representational Approach David D. Baek Max Tegmark LRM 118 6 0 05 Mar 2025
Output Length Effect on DeepSeek-R1's Safety in Forced Thinking Xuying Li Zhuo Li Yuji Kosuga Victor Bian AAML LRM 108 4 0 02 Mar 2025
Reasoning Does Not Necessarily Improve Role-Playing Ability Xiachong Feng Longxu Dou Dianbo Sui LLMAG LRM 104 5 0 24 Feb 2025
The Relationship Between Reasoning and Performance in Large Language Models -- o3 (mini) Thinks Harder, Not Longer Marthe Ballon Andres Algaba Vincent Ginis LRM ReLM 104 17 0 24 Feb 2025
ThinkBench: Dynamic Out-of-Distribution Evaluation for Robust LLM Reasoning Shulin Huang Linyi Yang Yangqiu Song Shuang Chen Leyang Cui ... Ying Wen Kun Shao Weinan Zhang Jun Wang Yue Zhang LRM 57 3 0 22 Feb 2025
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities Fengqing Jiang Zhangchen Xu Yuetai Li Luyao Niu Zhen Xiang Yue Liu Bill Yuchen Lin Radha Poovendran KELM ELM LRM 157 28 0 17 Feb 2025
Small Models Struggle to Learn from Strong Reasoners Yuetai Li Xiang Yue Zhangchen Xu Fengqing Jiang Luyao Niu Bill Yuchen Lin Bhaskar Ramasubramanian Radha Poovendran LRM 133 31 0 17 Feb 2025
Safety Evaluation of DeepSeek Models in Chinese Contexts Wenjing Zhang Xuejiao Lei Zhaoxiang Liu Rongjia Du Zhenhong Long ... Jiaojiao Zhao Minjie Hua Chaoyang Ma Kai Wang Kai Wang ELM 213 9 0 16 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 182 166 0 05 Feb 2025
Challenges in Ensuring AI Safety in DeepSeek-R1 Models: The Shortcomings of Reinforcement Learning Strategies Manojkumar Somabhai Parmar Yuvaraj Govindarajulu ALM ELM 123 9 0 28 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 398 2,033 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 181 97 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 355 338 0 22 Jan 2025