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Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo

2 October 2024

Xiang Kong

Aonan Zhang

Yiming Yang

Papers citing "Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo"

33 / 33 papers shown

Title
Improve Mathematical Reasoning in Language Models by Automated Process Supervision Liangchen Luo Yinxiao Liu Rosanne Liu Samrat Phatale Harsh Lara ... Lei Shu Yun Zhu Lei Meng Jiao Sun Abhinav Rastogi LRM 95 189 0 05 Jun 2024
AlphaMath Almost Zero: process Supervision without process Guoxin Chen Minpeng Liao Chengxi Li Kai Fan AIMat LRM 62 112 0 06 May 2024
Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo Stephen Zhao Rob Brekelmans Alireza Makhzani Roger C. Grosse 79 41 0 26 Apr 2024
Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision Zhiqing Sun Longhui Yu Yikang Shen Weiyang Liu Yiming Yang Sean Welleck Chuang Gan 79 69 0 14 Mar 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 146 1,274 0 05 Feb 2024
Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision Zihan Wang Yunxuan Li Yuexin Wu Liangchen Luo Le Hou Hongkun Yu Jingbo Shang LRM 78 28 0 05 Feb 2024
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations Peiyi Wang Lei Li Zhihong Shao R. X. Xu Damai Dai Yifei Li Deli Chen Y.Wu Zhifang Sui AIMat LRM ALM 143 395 0 14 Dec 2023
Controlled Decoding from Language Models Sidharth Mudgal Jong Lee H. Ganapathy Yaguang Li Tao Wang ... Michael Collins Trevor Strohman Jilin Chen Alex Beutel Ahmad Beirami 89 89 0 25 Oct 2023
Llemma: An Open Language Model For Mathematics Zhangir Azerbayev Hailey Schoelkopf Keiran Paster Marco Dos Santos Stephen Marcus McAleer Albert Q. Jiang Jia Deng Stella Biderman Sean Welleck CLL 91 302 0 16 Oct 2023
Towards End-to-End Embodied Decision Making via Multi-modal Large Language Model: Explorations with GPT4-Vision and Beyond Liang Chen Yichi Zhang Shuhuai Ren Haozhe Zhao Zefan Cai Yuchi Wang Peiyi Wang Tianyu Liu Baobao Chang LM&Ro LLMAG 110 44 0 03 Oct 2023
Large Language Models Cannot Self-Correct Reasoning Yet Jie Huang Xinyun Chen Swaroop Mishra Huaixiu Steven Zheng Adams Wei Yu Xinying Song Denny Zhou ReLM LRM 78 483 0 03 Oct 2023
Making Large Language Models Better Reasoners with Alignment Peiyi Wang Lei Li Liang Chen Feifan Song Binghuai Lin Yunbo Cao Tianyu Liu Zhifang Sui ALM LRM 85 71 0 05 Sep 2023
Challenges and Applications of Large Language Models Jean Kaddour J. Harris Maximilian Mozes Herbie Bradley Roberta Raileanu R. McHardy UQCV ALM AAML 75 313 0 19 Jul 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 426 4,422 0 09 Jun 2023
M $^3$ IT: A Large-Scale Dataset towards Multi-Modal Multilingual Instruction Tuning Lei Li Yuwei Yin Shicheng Li Liang Chen Peiyi Wang ... Yazheng Yang Jingjing Xu Xu Sun Lingpeng Kong Qi Liu MLLM VLM 76 120 0 07 Jun 2023
Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs Alexander K. Lew Tan Zhi-Xuan Gabriel Grand Vikash K. Mansinghka LLMSV LRM 90 41 0 05 Jun 2023
Fine-Grained Human Feedback Gives Better Rewards for Language Model Training Zeqiu Wu Yushi Hu Weijia Shi Nouha Dziri Alane Suhr Prithviraj Ammanabrolu Noah A. Smith Mari Ostendorf Hannaneh Hajishirzi ALM 149 334 0 02 Jun 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 195 1,233 0 31 May 2023
Large Language Models are not Fair Evaluators Peiyi Wang Lei Li Liang Chen Zefan Cai Dawei Zhu Binghuai Lin Yunbo Cao Qi Liu Tianyu Liu Zhifang Sui ALM 128 571 0 29 May 2023
Voyager: An Open-Ended Embodied Agent with Large Language Models Guanzhi Wang Yuqi Xie Yunfan Jiang Ajay Mandlekar Chaowei Xiao Yuke Zhu Linxi Fan Anima Anandkumar LM&Ro SyDa 152 838 0 25 May 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 402 1,964 0 07 Apr 2023
Solving math word problems with process- and outcome-based feedback J. Uesato Nate Kushman Ramana Kumar Francis Song Noah Y. Siegel L. Wang Antonia Creswell G. Irving I. Higgins FaML ReLM AIMat LRM 111 357 0 25 Nov 2022
Diffusion probabilistic modeling of protein backbones in 3D for the motif-scaffolding problem Brian L. Trippe Jason Yim D. Tischer D. Baker Tamara Broderick Regina Barzilay Tommi Jaakkola DiffM 76 239 0 08 Jun 2022
Making Large Language Models Better Reasoners with Step-Aware Verifier Yifei Li Zeqi Lin Shizhuo Zhang Qiang Fu B. Chen Jian-Guang Lou Weizhu Chen ReLM LRM 84 228 0 06 Jun 2022
NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks Swaroop Mishra Arindam Mitra Neeraj Varshney Bhavdeep Singh Sachdeva Peter Clark Chitta Baral Ashwin Kalyan AIMat ReLM ELM LRM 88 110 0 12 Apr 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 526 3,721 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 886 13,176 0 04 Mar 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 342 4,569 0 27 Oct 2021
Generate & Rank: A Multi-task Framework for Math Word Problems Jianhao Shen Yichun Yin Lin Li Lifeng Shang Xin Jiang Ming Zhang Qun Liu AIMat 63 132 0 07 Sep 2021
Monte Carlo Tree Search: A Review of Recent Modifications and Applications M. Świechowski Konrad Godlewski B. Sawicki Jacek Mańdziuk 84 270 0 08 Mar 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang Basel Alomair Jacob Steinhardt ReLM FaML 183 2,386 0 05 Mar 2021
Elements of Sequential Monte Carlo C. A. Naesseth Fredrik Lindsten Thomas B. Schon 75 97 0 12 Mar 2019
Solving General Arithmetic Word Problems Subhro Roy Dan Roth AIMat 84 482 0 04 Aug 2016