Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

6 February 2025

Vladimir Braverman

Papers citing "Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization"

9 / 9 papers shown

Title
AutoL2S: Auto Long-Short Reasoning for Efficient Large Language Models Feng Luo Yu-Neng Chuang Guanchu Wang Hoang Anh Duy Le Shaochen Zhong ... Jiayi Yuan Yang Sui Vladimir Braverman Vipin Chaudhary Xia Hu LRM 49 1 0 28 May 2025
SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning Zheng Li Qingxiu Dong Jingyuan Ma Di Zhang Zhifang Sui LRM 50 0 0 16 May 2025
A Survey on Collaborative Mechanisms Between Large and Small Language Models Yi Chen JiaHao Zhao HaoHao Han 65 0 0 12 May 2025
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning Ziqing Qiao Yongheng Deng Jiali Zeng Dong Wang Lai Wei Fandong Meng Jie Zhou Ju Ren Yaoxue Zhang LRM 87 1 0 08 May 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 103 14 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 284 10 0 15 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 92 36 1 14 Apr 2025
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 117 14 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 163 71 0 20 Mar 2025