DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models

6 March 2025

Papers citing "DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models"

11 / 11 papers shown

Title
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning Ziqing Qiao Yongheng Deng Jiali Zeng Dong Wang Lai Wei Fandong Meng Jie Zhou Ju Ren Yaoxue Zhang LRM 44 0 0 08 May 2025
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 54 0 0 30 Apr 2025
Fast-Slow Thinking for Large Vision-Language Model Reasoning W. L. Xiao Leilei Gan Weilong Dai Wanggui He Ziwei Huang ... Fangxun Shu Zhelun Yu Peng Zhang Hao Jiang Fei Wu ReLM LRM AI4CE 68 0 0 25 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Li Cao Weiping Wang ReLM LRM 28 0 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 55 0 0 15 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 45 4 1 14 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Chenrui Fan Ming Li Lichao Sun Tianyi Zhou LRM 44 2 0 09 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Y. Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 58 7 0 29 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 76 11 0 27 Mar 2025
Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging Han Wu Yuxuan Yao Shuqi Liu Zehua Liu Xiaojin Fu Xiongwei Han X. Li Hui-Ling Zhen Tao Zhong Mingxuan Yuan MoMe LRM 72 4 0 26 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 62 21 0 20 Mar 2025