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Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

20 March 2025
Yang Sui
Yu-Neng Chuang
Guanchu Wang
Jiamu Zhang
Tianyi Zhang
Jiayi Yuan
Hongyi Liu
Andrew Wen
Shaochen
Zhong
Hanjie Chen
    OffRL
    ReLM
    LRM
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Papers citing "Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models"

18 / 18 papers shown
Title
Crosslingual Reasoning through Test-Time Scaling
Crosslingual Reasoning through Test-Time Scaling
Zheng-Xin Yong
Muhammad Farid Adilazuarda
Jonibek Mansurov
Ruochen Zhang
Niklas Muennighoff
Carsten Eickhoff
Genta Indra Winata
Julia Kreutzer
Stephen H. Bach
Alham Fikri Aji
LRM
ELM
36
0
0
08 May 2025
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models
Bin Yu
Hang Yuan
Yuliang Wei
Bailing Wang
Weizhen Qi
Kai Chen
LRM
25
0
0
06 May 2025
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets
Mingqian He
Fei Zhao
Chonggang Lu
Z. Liu
Y. Wang
Haofu Qian
OffRL
AI4TS
VLM
57
0
0
28 Apr 2025
PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
Y. Wang
Pei Zhang
Jialong Tang
H. Wei
Baosong Yang
...
Y. Zhang
Fei Huang
Junyang Lin
Fei Huang
Jingren Zhou
LRM
40
0
0
25 Apr 2025
Dynamic Early Exit in Reasoning Models
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
19
0
0
22 Apr 2025
PLANET: A Collection of Benchmarks for Evaluating LLMs' Planning Capabilities
PLANET: A Collection of Benchmarks for Evaluating LLMs' Planning Capabilities
Haoming Li
Zhaoliang Chen
Jonathan Zhang
Fei Liu
LLMAG
27
0
0
21 Apr 2025
ReasoningV: Efficient Verilog Code Generation with Adaptive Hybrid Reasoning Model
ReasoningV: Efficient Verilog Code Generation with Adaptive Hybrid Reasoning Model
Haiyan Qin
Zhiwei Xie
Jingjing Li
Liangchen Li
Xiaotong Feng
J. Liu
Wang Kang
OffRL
LRM
27
0
0
20 Apr 2025
Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models
Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models
Yule Liu
Jingyi Zheng
Zhen Sun
Zifan Peng
Wenhan Dong
Zeyang Sha
Shiwen Cui
Weiqiang Wang
Xinlei He
OffRL
LRM
22
3
0
18 Apr 2025
Cost-of-Pass: An Economic Framework for Evaluating Language Models
Cost-of-Pass: An Economic Framework for Evaluating Language Models
Mehmet Hamza Erol
Batu El
Mirac Suzgun
Mert Yuksekgonul
J. Zou
ELM
19
0
0
17 Apr 2025
Efficient Reasoning Models: A Survey
Efficient Reasoning Models: A Survey
Sicheng Feng
Gongfan Fang
Xinyin Ma
Xinchao Wang
ReLM
LRM
50
0
0
15 Apr 2025
Reasoning Models Can Be Effective Without Thinking
Reasoning Models Can Be Effective Without Thinking
Wenjie Ma
Jingxuan He
Charlie Snell
Tyler Griggs
Sewon Min
Matei A. Zaharia
ReLM
LRM
33
4
1
14 Apr 2025
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time
Wang Yang
Xiang Yue
V. Chaudhary
Xiaotian Han
ReLM
LRM
53
1
0
12 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?
Chenrui Fan
Ming Li
Lichao Sun
Tianyi Zhou
LRM
36
2
0
09 Apr 2025
Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification
Anqi Zhang
Yulin Chen
Jane Pan
Chen Zhao
Aurojit Panda
Jinyang Li
He He
ReLM
LRM
20
2
0
07 Apr 2025
Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning
Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning
Ximing Lu
Seungju Han
David Acuna
Hyunwoo Kim
Jaehun Jung
...
Niklas Muennighoff
M. Patwary
M. Shoeybi
Bryan Catanzaro
Yejin Choi
ReLM
LRM
30
2
0
06 Apr 2025
Understanding Aha Moments: from External Observations to Internal Mechanisms
Understanding Aha Moments: from External Observations to Internal Mechanisms
Shu Yang
Junchao Wu
Xin Chen
Yunze Xiao
Xinyi Yang
Derek F. Wong
Di Wang
LRM
21
0
0
03 Apr 2025
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
Bairu Hou
Yang Zhang
Jiabao Ji
Yujian Liu
Kaizhi Qian
Jacob Andreas
Shiyu Chang
OffRL
LRM
50
3
0
02 Apr 2025
SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers
SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers
Yanzheng Xiang
Hanqi Yan
Shuyin Ouyang
Lin Gui
Yulan He
37
1
0
31 Mar 2025
1