Break the Chain: Large Language Models Can be Shortcut Reasoners

Break the Chain: Large Language Models Can be Shortcut Reasoners

4 June 2024

Jian Song

Papers citing "Break the Chain: Large Language Models Can be Shortcut Reasoners"

13 / 13 papers shown

Title
Efficient Reasoning for LLMs through Speculative Chain-of-Thought Jikai Wang J. Li Lijun Wu M. Zhang LLMAG LRM 59 1 0 27 Apr 2025
Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models Yule Liu Jingyi Zheng Zhen Sun Zifan Peng Wenhan Dong Zeyang Sha Shiwen Cui Weiqiang Wang Xinlei He OffRL LRM 34 3 0 18 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 53 0 0 15 Apr 2025
LightThinker: Thinking Step-by-Step Compression Jintian Zhang Yuqi Zhu Mengshu Sun Yujie Luo Shuofei Qiao Lun Du Da Zheng H. Chen N. Zhang LRM LLMAG 42 10 0 24 Feb 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Xinyin Ma Guangnian Wan Runpeng Yu Gongfan Fang Xinchao Wang LRM 69 19 0 13 Feb 2025
Not All LLM Reasoners Are Created Equal Arian Hosseini Alessandro Sordoni Daniel Toyama Aaron C. Courville Rishabh Agarwal LRM 33 11 0 02 Oct 2024
Reflection-Tuning: Data Recycling Improves LLM Instruction-Tuning Ming Li Lichang Chen Jiuhai Chen Shwai He Heng-Chiao Huang Jiuxiang Gu Tianyi Zhou 77 10 0 18 Oct 2023
SCOTT: Self-Consistent Chain-of-Thought Distillation Jamie Yap Zhengyang Wang Zheng Li K. Lynch Bing Yin Xiang Ren LRM 57 91 0 03 May 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 242 460 0 06 Jan 2021