Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2506.14755
Cited By
v1
v2 (latest)
Optimizing Length Compression in Large Reasoning Models
17 June 2025
Zhengxiang Cheng
Dongping Chen
Mingyang Fu
Tianyi Zhou
OffRL
MQ
LRM
Re-assign community
ArXiv (abs)
PDF
HTML
HuggingFace (11 upvotes)
Github (25★)
Papers citing
"Optimizing Length Compression in Large Reasoning Models"
13 / 13 papers shown
DiffAdapt: Difficulty-Adaptive Reasoning for Token-Efficient LLM Inference
Xiang Liu
Xuming Hu
Xiaowen Chu
Eunsol Choi
LRM
154
0
0
22 Oct 2025
Towards Flash Thinking via Decoupled Advantage Policy Optimization
Zezhong Tan
Hang Gao
Xinhong Ma
Feng Zhang
Ziqiang Dong
OffRL
LRM
88
1
0
17 Oct 2025
DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning
Shih-yang Liu
Xin Dong
Ximing Lu
Shizhe Diao
Mingjie Liu
...
Yu Wang
K.-T. Cheng
Yejin Choi
Jan Kautz
Pavlo Molchanov
110
4
0
16 Oct 2025
Adaptive Dual Reasoner: Large Reasoning Models Can Think Efficiently by Hybrid Reasoning
Y. Zhang
Keyu Chen
Zhifeng Shen
Ruizhi Qiao
Xing Sun
LRM
152
0
0
11 Oct 2025
Think Right: Learning to Mitigate Under-Over Thinking via Adaptive, Attentive Compression
Joykirat Singh
Justin Chih-Yao Chen
Archiki Prasad
Elias Stengel-Eskin
A. Nambi
Mohit Bansal
OffRL
LRM
123
0
0
02 Oct 2025
Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR
Fanding Huang
Guanbo Huang
Xiao Fan
Yi He
Xiao Liang
Xiao Chen
Qinting Jiang
Faisal Nadeem Khan
Jingyan Jiang
Zhi Wang
OffRL
212
0
0
28 Sep 2025
Promoting Efficient Reasoning with Verifiable Stepwise Reward
Chuhuai Yue
Chengqi Dong
Yinan Gao
Hang He
Jiajun Chai
Guojun Yin
Wei Lin
LRM
148
12
0
14 Aug 2025
Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning
Vaishnavi Shrivastava
Ahmed Hassan Awadallah
Vidhisha Balachandran
Shivam Garg
Harkirat Singh Behl
Dimitris Papailiopoulos
OffRL
131
34
0
13 Aug 2025
Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning
Jialiang Hong
Taihang Zhen
Kai-xiang Chen
Jiaheng Liu
Wenpeng Zhu
...
Xi Yang
Boyan Wang
Fanyu Meng
Fanyu Meng
Yuyao Zhang
LRM
190
7
0
04 Aug 2025
Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models
Linan Yue
Yichao Du
Yizhi Wang
W. Gao
Fangzhou Yao
...
Ye Liu
Ziyu Xu
Qi Liu
Shimin Di
Xiaoshi Zhong
LRM
206
16
0
04 Aug 2025
Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers
Zhiyuan Peng
Ting-ruen Wei
Tingyu Song
Yilun Zhao
243
0
0
08 Jul 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
581
50
0
29 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
758
273
0
20 Mar 2025
1
Page 1 of 1
