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

26 May 2025

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

42 / 42 papers shown

Title
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 129 15 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 ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 176 84 0 20 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 130 38 0 07 Mar 2025
Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning Wenkai Yang Shuming Ma Yankai Lin Furu Wei LRM 82 43 0 25 Feb 2025
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Zhijun Chen Jingzheng Li Pengpeng Chen Zhuoran Li Kai Sun Yuankai Luo Qianren Mao Dingqi Yang Hailong Sun Philip S. Yu ELM 102 15 0 25 Feb 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 129 74 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 ... Yansen Wang Yichun Yin Yijiao Wang Lifeng Shang Qiang Liu LRM 98 3 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 72 4 0 12 Feb 2025
MixLLM: Dynamic Routing in Mixed Large Language Models Xinyuan Wang Yanchi Liu Wei Cheng Xujiang Zhao Zhe Chen Wenchao Yu Yanjie Fu Haifeng Chen 100 5 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 328 1,641 0 22 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 156 168 0 30 Dec 2024
C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness Yu Kang Xianghui Sun Liangyu Chen Wei Zou LRM 147 47 0 16 Dec 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 282 2 0 30 Oct 2024
GPT-4o System Card OpenAI OpenAI : Aaron Hurst Adam Lerer Adam P. Goucher ... Yuchen He Yuchen Zhang Yujia Jin Yunxing Dai Yury Malkov MLLM 170 893 0 25 Oct 2024
Learning How Hard to Think: Input-Adaptive Allocation of LM Computation Mehul Damani Idan Shenfeld Andi Peng Andreea Bobu Jacob Andreas 54 24 0 07 Oct 2024
DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search Murong Yue Wenlin Yao Haitao Mi Dian Yu Ziyu Yao Dong Yu LRM 58 7 0 04 Oct 2024
GraphRouter: A Graph-based Router for LLM Selections Tao Feng Yanzhen Shen Jiaxuan You 129 20 0 04 Oct 2024
Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation Rohin Manvi Anikait Singh Stefano Ermon SyDa 58 20 0 03 Oct 2024
EmbedLLM: Learning Compact Representations of Large Language Models Richard Zhuang Tianhao Wu Zhaojin Wen Andrew Li Jiantao Jiao Kannan Ramchandran AIFin 51 4 0 03 Oct 2024
RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models Shuhao Chen Weisen Jiang Baijiong Lin James T. Kwok Yu Zhang RALM MQ 78 9 0 30 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 176 114 0 18 Sep 2024
Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning Xinglin Wang Shaoxiong Feng Yiwei Li Peiwen Yuan Y. Zhang Boyuan Pan Heda Wang Yao Hu Kan Li LRM 88 24 0 24 Aug 2024
DynaThink: Fast or Slow? A Dynamic Decision-Making Framework for Large Language Models Jiabao Pan Yan Zhang Chen Zhang Zuozhu Liu Hongwei Wang Haizhou Li LRM 37 6 0 01 Jul 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 105 92 0 26 Jun 2024
Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing Dujian Ding Ankur Mallick Chi Wang Robert Sim Subhabrata Mukherjee Victor Rühle L. Lakshmanan Ahmed Hassan Awadallah 116 95 0 22 Apr 2024
RouterBench: A Benchmark for Multi-LLM Routing System Qitian Jason Hu Jacob Bieker Xiuyu Li Nan Jiang Benjamin Keigwin Gaurav Ranganath Kurt Keutzer Shriyash Kaustubh Upadhyay 90 45 0 18 Mar 2024
OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems Chaoqun He Renjie Luo Yuzhuo Bai Shengding Hu Zhen Leng Thai ... Yuxiang Zhang Jie Liu Lei Qi Zhiyuan Liu Maosong Sun ELM AIMat 89 246 0 21 Feb 2024
Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models Keming Lu Hongyi Yuan Runji Lin Junyang Lin Zheng Yuan Chang Zhou Jingren Zhou MoE LRM 65 60 0 15 Nov 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 108 665 0 18 Aug 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 131 1,931 0 17 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.3K 14,289 0 15 Mar 2023
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 135 808 0 22 Nov 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 93 446 0 18 Nov 2022
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 104 442 0 05 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 507 3,618 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 760 9,330 0 28 Jan 2022
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 236 4,392 0 27 Oct 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang D. Song Jacob Steinhardt ReLM FaML 156 2,249 0 05 Mar 2021
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika D. Song Jacob Steinhardt ELM RALM 164 4,413 0 07 Sep 2020
PIQA: Reasoning about Physical Commonsense in Natural Language Yonatan Bisk Rowan Zellers Ronan Le Bras Jianfeng Gao Yejin Choi OOD LRM 125 1,789 0 26 Nov 2019
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 153 2,583 0 14 Mar 2018
Crowdsourcing Multiple Choice Science Questions Johannes Welbl Nelson F. Liu Matt Gardner AI4Ed 67 502 0 19 Jul 2017