ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy

ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy

21 May 2025

Papers citing "ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy"

18 / 18 papers shown

Title
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 160 42 0 27 Mar 2025
Understanding R1-Zero-Like Training: A Critical Perspective Zichen Liu Changyu Chen Wenjun Li Penghui Qi Tianyu Pang Chao Du Wee Sun Lee Min Lin OffRL LRM 176 137 0 26 Mar 2025
Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning Yuxiao Qu Matthew Y. R. Yang Amrith Rajagopal Setlur Lewis Tunstall E. Beeching Ruslan Salakhutdinov Aviral Kumar OffRL 119 38 0 10 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 128 38 0 07 Mar 2025
DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models Yi Shen Jing Zhang Jieyun Huang Shuming Shi Wenjing Zhang Jiangze Yan Rongjia Du Ning Wang Kai Wang Shiguo Lian LRM 108 47 0 06 Mar 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 127 74 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 95 27 0 24 Feb 2025
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference Zhihang Lin Mingbao Lin Luxi Lin Rongrong Ji 87 22 0 28 Jan 2025
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives Wenqi Zhang Yongliang Shen Linjuan Wu Qiuying Peng Jun Wang Yueting Zhuang Weiming Lu LRM LLMAG 70 64 0 04 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 76 662 0 20 Nov 2023
Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective Guhao Feng Bohang Zhang Yuntian Gu Haotian Ye Di He Liwei Wang LRM 82 246 0 24 May 2023
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 179 324 0 19 Dec 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 246 1,099 0 17 Oct 2022
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 400 2,843 0 06 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 488 4,077 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 505 3,618 0 21 Mar 2022
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika D. Song Jacob Steinhardt ELM RALM 159 4,413 0 07 Sep 2020
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 665 131,414 0 12 Jun 2017