Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs

19 May 2023

Papers citing "Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs"

30 / 30 papers shown

Title
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Li Cao Weiping Wang ReLM LRM 30 0 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 86 0 0 15 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
ConSol: Sequential Probability Ratio Testing to Find Consistent LLM Reasoning Paths Efficiently Jaeyeon Lee Guantong Qi Matthew Neeley Zhandong Liu Hyun-Hwan Jeong OffRL LRM 49 0 0 22 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 38 0 0 07 Mar 2025
Sampling-Efficient Test-Time Scaling: Self-Estimating the Best-of-N Sampling in Early Decoding Y. Wang Pei Zhang Siyuan Huang Baosong Yang Z. Zhang Fei Huang Rui Wang BDL LRM 62 6 0 03 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 42 1 0 27 Feb 2025
Improving Consistency in Large Language Models through Chain of Guidance Harsh Raj Vipul Gupta Domenic Rosati Subhabrata Majumdar LLMAG LRM 54 3 0 21 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 51 4 0 29 Jan 2025
Refining Answer Distributions for Improved Large Language Model Reasoning Soumyasundar Pal Didier Chetelat Yingxue Zhang Mark Coates ReLM LRM 81 0 0 17 Dec 2024
MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning Justin Chih-Yao Chen Archiki Prasad Swarnadeep Saha Elias Stengel-Eskin Mohit Bansal LRM 27 9 0 18 Sep 2024
Path-Consistency: Prefix Enhancement for Efficient Inference in LLM Jiace Zhu Yingtao Shen Jie Zhao An Zou LLMAG LRM 22 4 0 25 Aug 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 37 16 0 24 Aug 2024
Improving Self Consistency in LLMs through Probabilistic Tokenization Ashutosh Sathe Divyanshu Aggarwal Sunayana Sitaram 37 4 0 04 Jul 2024
From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models Sean Welleck Amanda Bertsch Matthew Finlayson Hailey Schoelkopf Alex Xie Graham Neubig Ilia Kulikov Zaid Harchaoui 33 47 0 24 Jun 2024
Learning From Correctness Without Prompting Makes LLM Efficient Reasoner Yuxuan Yao Han Wu Zhijiang Guo Biyan Zhou Jiahui Gao Sichun Luo Hanxu Hou Xiaojin Fu Linqi Song LLMAG LRM 40 9 0 28 Mar 2024
Soft Self-Consistency Improves Language Model Agents Han Wang Archiki Prasad Elias Stengel-Eskin Mohit Bansal LLMAG 24 7 0 20 Feb 2024
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng E. Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 22 75 0 17 Dec 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 30 1 0 15 Nov 2023
Word Definitions from Large Language Models Yunting Yin Steven Skiena Samuel Kim Yunting Yin Steven Skiena AILaw 30 0 0 10 Nov 2023
AutoMix: Automatically Mixing Language Models Pranjal Aggarwal Aman Madaan Ankit Anand Srividya Pranavi Potharaju Swaroop Mishra ... Karthik Kappaganthu Yiming Yang Shyam Upadhyay Manaal Faruqui Mausam 40 17 0 19 Oct 2023
Dynamic LLM-Agent Network: An LLM-agent Collaboration Framework with Agent Team Optimization Zijun Liu Yanzhe Zhang Peng Li Yang Janet Liu Diyi Yang LLMAG 21 103 0 03 Oct 2023
Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning Jianpeng Zhou Wanjun Zhong Yanlin Wang Jiahai Wang LRM 18 7 0 01 Oct 2023
Semantic Consistency for Assuring Reliability of Large Language Models Harsh Raj Vipul Gupta Domenic Rosati S. Majumdar HILM 102 14 0 17 Aug 2023
Have LLMs Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models Daman Arora H. Singh Mausam ELM LRM 17 49 0 24 May 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 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 297 3,217 0 21 Mar 2022
Measuring Coding Challenge Competence With APPS Dan Hendrycks Steven Basart Saurav Kadavath Mantas Mazeika Akul Arora ... Collin Burns Samir Puranik Horace He D. Song Jacob Steinhardt ELM AIMat ALM 194 623 0 20 May 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 182 69 0 18 Apr 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021