Over-Reasoning and Redundant Calculation of Large Language Models

21 January 2024

Papers citing "Over-Reasoning and Redundant Calculation of Large Language Models"

9 / 9 papers shown

Title
THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models Xiao Pu Michael Stephen Saxon Wenyue Hua William Yang Wang LRM 30 0 0 17 Apr 2025
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models Wenyuan Zhang Shuaiyi Nie Xinghua Zhang Zefeng Zhang Tingwen Liu ELM LRM 46 2 0 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 70 7 0 29 Mar 2025
How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach Ayeong Lee Ethan Che Tianyi Peng LRM 44 11 0 03 Mar 2025
Attention Overflow: Language Model Input Blur during Long-Context Missing Items Recommendation Damien Sileo LRM RALM 34 0 0 18 Jul 2024
Large Language Model as an Assignment Evaluator: Insights, Feedback, and Challenges in a 1000+ Student Course Cheng-Han Chiang Wei-Chih Chen Chun-Yi Kuan Chienchou Yang Hung-yi Lee ELM AI4Ed 41 5 0 07 Jul 2024
How Easily do Irrelevant Inputs Skew the Responses of Large Language Models? Siye Wu Jian Xie Jiangjie Chen Tinghui Zhu Kai Zhang Yanghua Xiao KELM 40 19 0 04 Apr 2024
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 325 4,077 0 24 May 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 313 11,953 0 04 Mar 2022