Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting

26 May 2025

Papers citing "Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting"

29 / 29 papers shown

Title
LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning Xiaotian Lin Yanlin Qi Yizhang Zhu Themis Palpanas Chengliang Chai Nan Tang Yuyu Luo 44 1 0 12 May 2025
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models Bin Yu Hang Yuan Haotian Li X. Xu Yuliang Wei Bailing Wang Weizhen Qi Kai Chen LRM 65 2 0 06 May 2025
Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization Haotian Luo Haiying He Yucheng Wang Jinluan Yang Rui Liu Naiqiang Tan Xiaochun Cao Dacheng Tao Li Shen LRM 56 1 0 30 Apr 2025
Rethinking the Generation of High-Quality CoT Data from the Perspective of LLM-Adaptive Question Difficulty Grading Qianjin Yu Keyu Wu Zihan Chen Chushu Zhang Manlin Mei Lingjun Huang Fang Tan Yongsheng Du Kunlin Liu Yurui Zhu ELM LRM 355 2 0 16 Apr 2025
SEAL: Steerable Reasoning Calibration of Large Language Models for Free Runjin Chen Zhenyu Zhang Junyuan Hong Souvik Kundu Zhangyang Wang OffRL LRM 85 9 0 07 Apr 2025
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Bang Liu Xuzhao Li Jiayi Zhang Jinlin Wang Tanjin He ... Chi Wang Jian Pei Qiang Yang Xiaoliang Qi Chenglin Wu LLMAG AI4TS AI4CE 89 22 0 31 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 143 35 0 27 Mar 2025
1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training Han Zhao Haotian Wang Yiping Peng Sitong Zhao Xiaoyu Tian Shuaiting Chen Yunjie Ji Xiangang Li RALM ReLM LRM 114 15 0 25 Mar 2025
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation Yijia Luo Yulin Song Xingyao Zhang Jiaheng Liu Weixun Wang Gengru Chen Wenbo Su Bo Zheng LRM 89 10 0 20 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 167 71 0 20 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 108 36 0 07 Mar 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 116 62 0 25 Feb 2025
LightThinker: Thinking Step-by-Step Compression Jintian Zhang Yuqi Zhu Mengshu Sun Yujie Luo Shuofei Qiao Lun Du Da Zheng Ningyu Zhang N. Zhang LRM LLMAG 87 24 0 24 Feb 2025
Atom of Thoughts for Markov LLM Test-Time Scaling Fengwei Teng Zhaoyang Yu Quan Shi Jiayi Zhang Chenglin Wu Yuyu Luo MU LRM 107 20 0 17 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Tengjiao Wang Mengdi Wang ReLM LRM AI4CE 131 13 0 10 Feb 2025
Self-Supervised Prompt Optimization Jinyu Xiang Jiayi Zhang Zhaoyang Yu Fengwei Teng Jinhao Tu Xinbing Liang Sirui Hong Chenglin Wu Yuyu Luo OffRL LRM 94 9 0 07 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 124 132 0 05 Feb 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 303 1,503 0 22 Jan 2025
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Xinyu Guan Lefei Zhang Yifei Liu Ning Shang Youran Sun Yi Zhu Fan Yang Mao Yang LRM SyDa ReLM 92 102 0 08 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 139 158 0 30 Dec 2024
Denial-of-Service Poisoning Attacks against Large Language Models Kuofeng Gao Tianyu Pang Chao Du Yong Yang Shu-Tao Xia Min Lin SILM AAML 107 42 0 14 Oct 2024
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression Zhuoshi Pan Qianhui Wu Huiqiang Jiang Menglin Xia Xufang Luo ... Yuqing Yang Chin-Yew Lin H. Vicky Zhao Lili Qiu Dongmei Zhang VLM 74 100 0 19 Mar 2024
Over-Reasoning and Redundant Calculation of Large Language Models Cheng-Han Chiang Hunghuei Lee LRM 77 11 0 21 Jan 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 72 627 0 20 Nov 2023
Correlated Noise Provably Beats Independent Noise for Differentially Private Learning Christopher A. Choquette-Choo Krishnamurthy Dvijotham Krishna Pillutla Arun Ganesh Thomas Steinke Abhradeep Thakurta 48 15 0 10 Oct 2023
Evaluating the Performance of Large Language Models on GAOKAO Benchmark Xiaotian Zhang Chun-yan Li Yi Zong Zhengyu Ying Liang He Xipeng Qiu ALM ELM 72 103 0 21 May 2023
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 83 339 0 20 Dec 2022
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 214 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 132 2,109 0 05 Mar 2021