Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection

Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection

26 May 2025

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Papers citing "Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection"

18 / 18 papers shown

Title
WebRouter: Query-specific Router via Variational Information Bottleneck for Cost-sensitive Web Agent Tao Li Jinlong Hu Y. Wang Junfeng Liu Xuejun Liu 106 0 0 13 Oct 2025
Learning Compact Representations of LLM Abilities via Item Response Theory Jianhao Chen Chenxu Wang G. Zhang Peng Ye Lei Bai Wei Hu Yuzhong Qu Shuyue Hu 93 0 0 01 Oct 2025
Learning to Route: A Rule-Driven Agent Framework for Hybrid-Source Retrieval-Augmented Generation Haoyue Bai Haoyu Wang Shengyu Chen Zhengzhang Chen L. Tang Wei Cheng H. Chen Yanjie Fu RALM 131 0 0 30 Sep 2025
IPR: Intelligent Prompt Routing with User-Controlled Quality-Cost Trade-offs Aosong Feng Zhichao Xu Xian Wu Kang Zhou Sheng Guan ... Soumya Smruti Mishra Yifei Teng Darren Yow-Bang Wang Haibo Ding Lin Lee Cheong 222 0 0 08 Sep 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 191 15 0 04 Aug 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 500 49 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 680 256 0 20 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 339 82 0 07 Mar 2025
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Zhijun Chen Jingzheng Li Pengpeng Chen Zhuoran Li Kai Sun ... Likang Xiao Dingqi Yang Yikun Ban Hailong Sun Philip S. Yu ELM 588 69 0 25 Feb 2025
Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning Wenkai Yang Shuming Ma Yankai Lin Furu Wei LRM 453 87 0 25 Feb 2025
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving Xin Xu Yan Xu Tianhao Chen Yuchen Yan Chengwu Liu ... Longji Xu Yichun Yin Yijiao Wang Lifeng Shang Qiang Liu LRM 414 4 0 17 Feb 2025
Universal Model Routing for Efficient LLM Inference Wittawat Jitkrittum Harikrishna Narasimhan A. S. Rawat Jeevesh Juneja Zifeng Wang ... Chen-Yu Lee Pradeep Shenoy Rina Panigrahy A. Menon Sanjiv Kumar 674 5 0 12 Feb 2025
MixLLM: Dynamic Routing in Mixed Large Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Xinyuan Wang Yanchi Liu Wei Cheng Xujiang Zhao Zhe Chen Wenchao Yu Yanjie Fu Haifeng Chen 550 25 0 09 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 1.2K 5,305 0 22 Jan 2025
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 796 2 0 30 Oct 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoningInternational Conference on Learning Representations (ICLR), 2024 Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 584 227 0 18 Sep 2024
Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient ReasoningNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Xinglin Wang Shaoxiong Feng Yiwei Li Peiwen Yuan Y. Zhang Boyuan Pan Heda Wang Yao Hu Kan Li LRM 478 44 0 24 Aug 2024
RouteLLM: Learning to Route LLMs with Preference Data Isaac Ong Amjad Almahairi Vincent Wu Wei-Lin Chiang Tianhao Wu Joseph E. Gonzalez M. W. Kadous Ion Stoica 536 206 0 26 Jun 2024