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2505.15684
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ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy
21 May 2025
Gengyang Li
Yifeng Gao
Yuming Li
Yunfang Wu
ReLM
OffRL
LRM
Re-assign community
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Papers citing
"ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy"
15 / 15 papers shown
ChainV: Atomic Visual Hints Make Multimodal Reasoning Shorter and Better
Y. Zhang
Ming Lu
J. Pan
Tao Huang
Kuan Cheng
Qi She
Shanghang Zhang
LRM
197
0
0
21 Nov 2025
Dual-Process Scaffold Reasoning for Enhancing LLM Code Debugging
Po-Chung Hsieh
Chin-Po Chen
Jeng-Lin Li
Ming-Ching Chang
LRM
112
0
0
11 Nov 2025
Inference-Time Chain-of-Thought Pruning with Latent Informativeness Signals
Sophie Li
Nicholas Huang
Nayan Saxena
Nina Luo
Vincent Lin
Kevin Zhu
Sunishchal Dev
BDL
LRM
386
1
0
01 Nov 2025
Are Large Reasoning Models Interruptible?
Tsung-Han Wu
Mihran Miroyan
David M. Chan
Trevor Darrell
Narges Norouzi
Joseph E. Gonzalez
KELM
LRM
232
0
0
13 Oct 2025
ThinkBrake: A Simple Test-Time Decoding Control for Efficient Reasoning
Minjae Oh
Sangjun Song
Seungkyu Lee
Sungmin Jo
Yohan Jo
ReLM
LRM
279
0
0
01 Oct 2025
Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression
Jiameng Huang
Baijiong Lin
Guhao Feng
Jierun Chen
Di He
Lu Hou
LLMAG
LRM
158
7
0
07 Aug 2025
Strategic Reflectivism In Intelligent Systems
Nick Byrd
302
0
0
29 May 2025
Efficient Inference for Large Reasoning Models: A Survey
Yi Liu
Jiaying Wu
Yufei He
Hongcheng Gao
Hongyu Chen
...
Xu Cheng
Zhiqi Huang
Bryan Hooi
Stan Z. Li
Keqin Li
LLMAG
LRM
551
49
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
657
101
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
Jialin Li
OffRL
LRM
522
591
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
...
Andrew Wen
Shaochen
Zhong
Hanjie Chen
Helen Zhou
OffRL
ReLM
LRM
739
263
0
20 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
410
84
0
10 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models
Rajdeep Roshan Sahu
VLM
354
86
0
07 Mar 2025
LightThinker: Thinking Step-by-Step Compression
Jintian Zhang
Yuqi Zhu
Mengshu Sun
Yujie Luo
Shuofei Qiao
Lun Du
Da Zheng
Ningyu Zhang
Ningyu Zhang
LRM
LLMAG
392
62
0
21 Feb 2025
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference
AAAI Conference on Artificial Intelligence (AAAI), 2024
Zhihang Lin
Mingbao Lin
Luxi Lin
Rongrong Ji
230
81
0
28 Jan 2025
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