Over-Reasoning and Redundant Calculation of Large Language Models

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Over-Reasoning and Redundant Calculation of Large Language Models

21 January 2024

Cheng-Han Chiang

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

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Title
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Yifan Wu Jingze Shi Bingheng Wu Jiayi Zhang Xiaotian Lin Nan Tang Yuyu Luo LRM 100 1 0 26 May 2025
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Zihao Zeng Xuyao Huang Boxiu Li Hao Zhang Zhijie Deng ReLM LRM 37 0 0 26 May 2025
THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models Xiao Pu Michael Stephen Saxon Wenyue Hua William Y. Wang LRM 103 7 0 17 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
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 Bryan Hooi LLMAG LRM 179 17 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 123 34 0 03 Mar 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 181 37 0 27 Feb 2025
Evaluating Step-by-step Reasoning Traces: A Survey Jinu Lee Julia Hockenmaier LRM ELM 155 2 0 17 Feb 2025
Did You Hear That? Introducing AADG: A Framework for Generating Benchmark Data in Audio Anomaly Detection Ksheeraja Raghavan Samiran Gode Ankit Parag Shah Surabhi Raghavan Wolfram Burgard Bhiksha Raj Rita Singh 78 0 0 04 Oct 2024
Attention Overflow: Language Model Input Blur during Long-Context Missing Items Recommendation Damien Sileo LRM RALM 60 1 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 68 8 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 101 23 0 04 Apr 2024