Reasoning Models Can Be Effective Without Thinking

14 April 2025

Papers citing "Reasoning Models Can Be Effective Without Thinking"

50 / 55 papers shown

Title
PixelThink: Towards Efficient Chain-of-Pixel Reasoning Song Wang Gongfan Fang Lingdong Kong Xiangtai Li Jianyun Xu Sheng Yang Qiang Li Jianke Zhu Xinchao Wang LRM 94 0 0 29 May 2025
How does Transformer Learn Implicit Reasoning? Jiaran Ye Zijun Yao Zhidian Huang Liangming Pan Jinxin Liu ... Amy Xin Liu Weichuan Xiaoyin Che Lei Hou Juanzi Li OffRL ReLM LRM 74 0 0 29 May 2025
CoThink: Token-Efficient Reasoning via Instruct Models Guiding Reasoning Models Siqi Fan Peng Han Shuo Shang Yequan Wang Aixin Sun LLMAG LRM 91 2 0 28 May 2025
Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective Junnan Liu Hongwei Liu Linchen Xiao Shudong Liu Taolin Zhang Zihan Ma Songyang Zhang Kai Chen LRM 102 0 0 26 May 2025
Learning to Reason without External Rewards Xuandong Zhao Zhewei Kang Aosong Feng Sergey Levine Dawn Song OffRL ReLM LRM 106 7 0 26 May 2025
MMATH: A Multilingual Benchmark for Mathematical Reasoning Wenyang Luo Wayne Xin Zhao Jing Sha Shijin Wang Ji-Rong Wen ReLM LRM 55 0 0 25 May 2025
Not All Tokens Are What You Need In Thinking Hang Yuan Bin Yu Haotian Li Shijun Yang Christina Dan Wang Zhou Yu X. Xu Weizhen Qi Kai Chen LRM 79 1 0 23 May 2025
Thought calibration: Efficient and confident test-time scaling Menghua Wu Cai Zhou Stephen Bates Tommi Jaakkola LRM 61 0 0 23 May 2025
Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens Xixian Yong Xiao Zhou Yingying Zhang Jinlin Li Yefeng Zheng X. Wu LRM 53 0 0 23 May 2025
Memorization or Reasoning? Exploring the Idiom Understanding of LLMs Jisu Kim Youngwoo Shin Uiji Hwang Jihun Choi Richeng Xuan Taeuk Kim LRM 62 0 0 22 May 2025
Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary? Nour Jedidi Yung-Sung Chuang James R. Glass Jimmy Lin ReLM LRM 58 0 0 22 May 2025
Internal Bias in Reasoning Models leads to Overthinking Renfei Dang Shujian Huang Jiajun Chen AIFin LRM AI4CE 124 0 0 22 May 2025
A Survey of Large Language Models for Text-Guided Molecular Discovery: from Molecule Generation to Optimization Ziqing Wang Kexin Zhang Zihan Zhao Yibo Wen Abhishek Pandey Han Liu Kaize Ding 75 0 0 22 May 2025
ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection Jeonghye Kim Sojeong Rhee Minbeom Kim Dohyung Kim Sangmook Lee Youngchul Sung Kyomin Jung LLMAG LRM 73 1 0 21 May 2025
Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning Jinghui Lu Haiyang Yu Siliang Xu Shiwei Ran Guozhi Tang ... Teng Fu Hao Feng Jingqun Tang Hongru Wang Can Huang LRM 94 3 0 21 May 2025
When Can Large Reasoning Models Save Thinking? Mechanistic Analysis of Behavioral Divergence in Reasoning Rongzhi Zhu Yi Liu Zequn Sun Yiwei Wang Wei Hu OffRL LRM AI4CE 72 0 0 21 May 2025
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning Xiaoyun Zhang Jingqing Ruan Xing Ma Yawen Zhu Haodong Zhao Hao Li Jiansong Chen Ke Zeng Xunliang Cai LRM 132 1 0 21 May 2025
FlashThink: An Early Exit Method For Efficient Reasoning Guochao Jiang Guofeng Quan Zepeng Ding Ziqin Luo Dixuan Wang Zheng Hu ReLM LRM 54 2 0 20 May 2025
ThinkSwitcher: When to Think Hard, When to Think Fast Guosheng Liang Longguang Zhong Ziyi Yang Xiaojun Quan LRM 65 1 0 20 May 2025
Let LLMs Break Free from Overthinking via Self-Braking Tuning Haoran Zhao Yuchen Yan Yongliang Shen Haolei Xu Wenqi Zhang Kaitao Song Jian Shao Weiming Lu Jun Xiao Yueting Zhuang LRM 101 0 0 20 May 2025
Optimizing Anytime Reasoning via Budget Relative Policy Optimization Penghui Qi Zichen Liu Tianyu Pang Chao Du W. Lee Min Lin OffRL LRM 67 3 0 19 May 2025
AdaptThink: Reasoning Models Can Learn When to Think Jing Zhang Nianyi Lin Lei Hou Ling Feng Juanzi Li OffRL LRM 92 6 0 19 May 2025
Solve-Detect-Verify: Inference-Time Scaling with Flexible Generative Verifier Jianyuan Zhong Zhiyu Li Zhijian Xu Xiangyu Wen Kezhi Li Jianyuan Zhong LRM 62 0 0 17 May 2025
Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL Songjun Tu Jiahao Lin Qichao Zhang Xiangyu Tian Linjing Li Xiangyuan Lan Dongbin Zhao OffRL ReLM LRM 93 3 0 16 May 2025
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 330 13 0 30 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng Lin Zheng Lin Li Cao Weiping Wang ReLM LRM 146 22 0 22 Apr 2025
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models Wenyuan Zhang Jiawei Sheng Xinghua Zhang Zefeng Zhang Tingwen Liu ELM LRM 108 5 0 14 Apr 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 191 100 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 140 48 0 10 Mar 2025
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Yuhang Liu Jin Jiang Hao Fei Jian Shao Yueting Zhuang LRM ReLM 129 9 0 09 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 152 43 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 117 54 0 06 Mar 2025
Sampling-Efficient Test-Time Scaling: Self-Estimating the Best-of-N Sampling in Early Decoding Yun Wang Pei Zhang Siyuan Huang Baosong Yang Zizhuo Zhang Fei Huang Rui Wang BDL LRM 120 11 0 03 Mar 2025
How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach Ayeong Lee Ethan Che Tianyi Peng LRM 108 34 0 03 Mar 2025
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation Zhenyi Shen Hanqi Yan Linhai Zhang Zhanghao Hu Yali Du Yulan He LRM 155 27 0 28 Feb 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 143 36 0 27 Feb 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 152 85 0 25 Feb 2025
Scalable Best-of-N Selection for Large Language Models via Self-Certainty Zhewei Kang Xuandong Zhao Dawn Song LRM 108 6 0 25 Feb 2025
Reasoning with Latent Thoughts: On the Power of Looped Transformers Nikunj Saunshi Nishanth Dikkala Zhiyuan Li Sanjiv Kumar Sashank J. Reddi OffRL LRM AI4CE 118 21 0 24 Feb 2025
Dynamic Parallel Tree Search for Efficient LLM Reasoning Yifu Ding Wentao Jiang Shunyu Liu Yongcheng Jing Jinpei Guo ... Zengmao Wang Ziqiang Liu Di Lin Xianglong Liu Dacheng Tao LRM 99 11 0 22 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu Xianfeng Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 99 19 0 18 Feb 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao LLMAG CLL LRM 128 21 0 17 Feb 2025
FastMCTS: A Simple Sampling Strategy for Data Synthesis Peiji Li Kai Lv Yunfan Shao Yichuan Ma Linyang Li Xiaoqing Zheng Xipeng Qiu Qipeng Guo SyDa LRM 83 5 0 17 Feb 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Xinyin Ma Guangnian Wan Runpeng Yu Gongfan Fang Xinchao Wang LRM 149 54 0 13 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang Yisen Wang LRM 142 48 0 11 Feb 2025
Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization Yu-Neng Chuang Leisheng Yu Guanchu Wang Lizhe Zhang Zirui Liu Xuanting Cai Yang Sui Vladimir Braverman Xia Hu 109 12 0 06 Feb 2025
Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning DiJia Su Hanlin Zhu Yingchen Xu Jiantao Jiao Yuandong Tian Qinqing Zheng LRM 117 22 0 05 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 164 165 0 05 Feb 2025
Efficient Reasoning with Hidden Thinking Xuan Shen Yizhou Wang Xiangxi Shi Yanzhi Wang Pu Zhao Jiuxiang Gu LRM 99 16 0 31 Jan 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yun Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 158 99 0 22 Jan 2025