Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning

Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning

24 August 2024

Xinglin Wang

Papers citing "Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning"

14 / 14 papers shown

Title
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 49 0 0 30 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 50 0 0 15 Apr 2025
Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification Anqi Zhang Yulin Chen Jane Pan Chen Zhao Aurojit Panda Jinyang Li He He ReLM LRM 27 2 0 07 Apr 2025
Adaptive Rectification Sampling for Test-Time Compute Scaling Zhendong Tan Xingjun Zhang Chaoyi Hu Yancheng Pan Shaoxun Wang LRM 31 0 0 02 Apr 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 76 11 0 27 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 55 21 0 20 Mar 2025
Speculative Decoding for Multi-Sample Inference Yiwei Li Jiayi Shi Shaoxiong Feng Peiwen Yuan X. Wang ... Ji Zhang Chuyi Tan Boyuan Pan Yao Hu Kan Li LRM 33 0 0 07 Mar 2025
Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation Yiwei Li Ji Zhang Shaoxiong Feng Peiwen Yuan X. Wang ... Y. Zhang Chuyi Tan Boyuan Pan Yao Hu Kan Li HILM 32 1 0 27 Feb 2025
Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization Zishun Yu Tengyu Xu Di Jin Karthik Abinav Sankararaman Yun He ... Eryk Helenowski Chen Zhu Sinong Wang Hao Ma Han Fang LRM 46 4 0 29 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 ... Z. Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 46 90 0 30 Dec 2024
From Medprompt to o1: Exploration of Run-Time Strategies for Medical Challenge Problems and Beyond Harsha Nori Naoto Usuyama Nicholas King S. McKinney Xavier Fernandes Sheng Zhang Eric Horvitz LRM LM&MA ELM VLM 44 6 0 06 Nov 2024
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation Bohan Lyu Yadi Cao Duncan Watson-Parris Leon Bergen Taylor Berg-Kirkpatrick Rose Yu 38 3 0 01 Nov 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 27 3 0 10 Oct 2024
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022