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2505.18440
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Efficient Long CoT Reasoning in Small Language Models
24 May 2025
Z. Wang
Jinqi Jiang
Tian Qiu
Hui Liu
Xianfeng Tang
Huaxiu Yao
OffRL
ReLM
LRM
Re-assign community
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Papers citing
"Efficient Long CoT Reasoning in Small Language Models"
7 / 7 papers shown
CoT-Evo: Evolutionary Distillation of Chain-of-Thought for Scientific Reasoning
Kehua Feng
Keyan Ding
Zhihui Zhu
Lei Liang
Qiang Zhang
H. Chen
LRM
177
0
0
15 Oct 2025
Reasoning Scaffolding: Distilling the Flow of Thought from LLMs
Xiangyu Wen
Junhua Huang
Zeju Li
Min Li
Jianyuan Zhong
Zhijian Xu
Mingxuan Yuan
Yongxiang Huang
Q. Xu
LRM
144
0
0
28 Sep 2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning
Jingyang Yi
Jiazheng Wang
Sida Li
ReLM
OODD
LRM
1.1K
36
0
30 Apr 2025
Learning Lie Group Generators from Trajectories
Lifan Hu
301
0
0
04 Apr 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
750
266
0
20 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
64
0
21 Feb 2025
Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost
Sania Nayab
Giulio Rossolini
Giorgio Buttazzo
Nicolamaria Manes
F. Giacomelli
Nicolamaria Manes
Fabrizio Giacomelli
LRM
450
79
0
29 Jul 2024
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