Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

22 November 2022

Papers citing "Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks"

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Title
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs Zimu Lu Aojun Zhou Houxing Ren Ke Wang Weikang Shi Junting Pan Mingjie Zhan Hongsheng Li SyDa LRM 45 42 0 26 Feb 2024
Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models Haoran Liao Jidong Tian Shaohua Hu Hao He Yaohui Jin ReLM LRM 36 1 0 24 Feb 2024
Stepwise Self-Consistent Mathematical Reasoning with Large Language Models Zilong Zhao Yao Rong Dongyang Guo Emek Gözlüklü Emir Gülboy Enkelejda Kasneci LRM 31 3 0 24 Feb 2024
How Do Humans Write Code? Large Models Do It the Same Way Too Long Li Xuzheng He LRM 33 0 0 24 Feb 2024
An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning Zui Chen Yezeng Chen Jiaqi Han Zhijie Huang Ji Qi Yi Zhou LRM 27 6 0 23 Feb 2024
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning Zicheng Lin Zhibin Gou Tian Liang Ruilin Luo Haowei Liu Yujiu Yang LRM 40 43 0 22 Feb 2024
SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials Wonjoong Kim S. Park Yeonjun In Seokwon Han Chanyoung Park LRM ReLM 32 3 0 22 Feb 2024
Calibrating Large Language Models with Sample Consistency Qing Lyu Kumar Shridhar Chaitanya Malaviya Li Zhang Yanai Elazar Niket Tandon Marianna Apidianaki Mrinmaya Sachan Chris Callison-Burch 36 22 0 21 Feb 2024
CriticBench: Evaluating Large Language Models as Critic Tian Lan Wenwei Zhang Chen Xu Heyan Huang Dahua Lin Kai-xiang Chen Xian-Ling Mao ELM AI4MH LRM 39 3 0 21 Feb 2024
Large Language Models for Data Annotation: A Survey Zhen Tan Dawei Li Song Wang Alimohammad Beigi Bohan Jiang Amrita Bhattacharjee Mansooreh Karami Jundong Li Lu Cheng Huan Liu SyDa 42 44 0 21 Feb 2024
Chain of Thought Empowers Transformers to Solve Inherently Serial Problems Zhiyuan Li Hong Liu Denny Zhou Tengyu Ma LRM AI4CE 20 94 0 20 Feb 2024
$R^3$ : "This is My SQL, Are You With Me?" A Consensus-Based Multi-Agent System for Text-to-SQL Tasks Hanchen Xia Feng Jiang Naihao Deng Cunxiang Wang Guojiang Zhao Rada Mihalcea Yue Zhang LRM 40 4 0 20 Feb 2024
FormulaReasoning: A Dataset for Formula-Based Numerical Reasoning Xiao Li Bolin Zhu Sichen Liu Yin Zhu Yiwei liu Gong Cheng AIMat 22 0 0 20 Feb 2024
AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition Zhaorun Chen Zhuokai Zhao Zhihong Zhu Ruiqi Zhang Xiang Li Bhiksha Raj Huaxiu Yao LRM 25 25 0 18 Feb 2024
SciAgent: Tool-augmented Language Models for Scientific Reasoning Yubo Ma Zhibin Gou Junheng Hao Ruochen Xu Shuohang Wang ... Yujiu Yang Yixin Cao Aixin Sun Hany Awadalla Weizhu Chen RALM LRM LLMAG 38 20 0 18 Feb 2024
Puzzle Solving using Reasoning of Large Language Models: A Survey Panagiotis Giadikiaroglou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou ELM ReLM LRM 11 24 0 17 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 13 14 0 17 Feb 2024
When is Tree Search Useful for LLM Planning? It Depends on the Discriminator Ziru Chen Michael White Raymond Mooney Ali Payani Yu-Chuan Su Huan Sun LLMAG 75 33 0 16 Feb 2024
Exploring Hybrid Question Answering via Program-based Prompting Qi Shi Han Cui Haofeng Wang Qingfu Zhu Wanxiang Che Ting Liu 16 3 0 16 Feb 2024
Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che LRM 18 0 0 16 Feb 2024
Can Separators Improve Chain-of-Thought Prompting? Yoonjeong Park Hyunjin Kim Chanyeol Choi Junseong Kim Jy-yong Sohn LRM ReLM 19 1 0 16 Feb 2024
Can We Verify Step by Step for Incorrect Answer Detection? Xin Xu Shizhe Diao Can Yang Yang Wang LRM 122 13 0 16 Feb 2024
Chain-of-Thought Reasoning Without Prompting Xuezhi Wang Denny Zhou ReLM LRM 144 97 0 15 Feb 2024
OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset Shubham Toshniwal Ivan Moshkov Sean Narenthiran Daria Gitman Fei Jia Igor Gitman 23 75 0 15 Feb 2024
GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving Jiaxin Zhang Zhong-Zhi Li Ming-Liang Zhang Fei Yin Cheng-Lin Liu Yashar Moshfeghi ELM LRM 28 17 0 15 Feb 2024
SwissNYF: Tool Grounded LLM Agents for Black Box Setting Somnath Sendhil Kumar Dhruv Jain Eshaan Agarwal Raunak Pandey LLMAG 27 0 0 15 Feb 2024
GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements Alex Havrilla Sharath Raparthy Christoforus Nalmpantis Jane Dwivedi-Yu Maksym Zhuravinskyi Eric Hambro Roberta Railneau ReLM LRM 28 49 0 13 Feb 2024
Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL Translation Federico Ranaldi Elena Sofia Ruzzetti Dario Onorati Leonardo Ranaldi Cristina Giannone Andrea Favalli Raniero Romagnoli Fabio Massimo Zanzotto 57 17 0 12 Feb 2024
Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model Mikail Khona Maya Okawa Jan Hula Rahul Ramesh Kento Nishi Robert P. Dick Ekdeep Singh Lubana Hidenori Tanaka 33 5 0 12 Feb 2024
The Sound of Healthcare: Improving Medical Transcription ASR Accuracy with Large Language Models Ayo Adedeji Sarita Joshi Brendan Doohan LM&MA 22 14 0 12 Feb 2024
Generating Chain-of-Thoughts with a Pairwise-Comparison Approach to Searching for the Most Promising Intermediate Thought Zhen-Yu Zhang Siwei Han Huaxiu Yao Gang Niu Masashi Sugiyama LLMAG LRM 11 1 0 10 Feb 2024
InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning Huaiyuan Ying Shuo Zhang Linyang Li Zhejian Zhou Yunfan Shao ... Hang Yan Xipeng Qiu Jiayu Wang Kai-xiang Chen Dahua Lin ReLM LRM 25 68 0 09 Feb 2024
Understanding the Effect of Noise in LLM Training Data with Algorithmic Chains of Thought Alex Havrilla Maia Iyer 19 7 0 06 Feb 2024
RevOrder: A Novel Method for Enhanced Arithmetic in Language Models Si Shen Peijun Shen Danhao Zhu MU 22 1 0 06 Feb 2024
Self-Discover: Large Language Models Self-Compose Reasoning Structures Pei Zhou Jay Pujara Xiang Ren Xinyun Chen Heng-Tze Cheng Quoc V. Le Ed H. Chi Denny Zhou Swaroop Mishra Huaixiu Steven Zheng LRM ReLM 27 48 0 06 Feb 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 Y. K. Li Yu-Huan Wu Daya Guo ReLM LRM 26 620 0 05 Feb 2024
Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation Xinyi Wang Alfonso Amayuelas Kexun Zhang Liangming Pan Wenhu Chen W. Wang LRM 32 11 0 05 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 19 126 0 05 Feb 2024
A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications Pranab Sahoo Ayush Kumar Singh Sriparna Saha Vinija Jain S. Mondal Aman Chadha 49 268 0 05 Feb 2024
LLM Multi-Agent Systems: Challenges and Open Problems Shanshan Han Qifan Zhang Yuhang Yao Weizhao Jin Zhaozhuo Xu LLMAG 35 10 0 05 Feb 2024
MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models Justin Chih-Yao Chen Swarnadeep Saha Elias Stengel-Eskin Mohit Bansal LRM LLMAG 30 13 0 02 Feb 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges Janice Ahn Rishu Verma Renze Lou Di Liu Rui Zhang Wenpeng Yin LRM 36 113 0 31 Jan 2024
Efficient Tool Use with Chain-of-Abstraction Reasoning Silin Gao Jane Dwivedi-Yu Ping Yu X. Tan Ramakanth Pasunuru O. Yu. Golovneva Koustuv Sinha Asli Celikyilmaz Antoine Bosselut Tianlu Wang LRM 19 19 0 30 Jan 2024
ReGAL: Refactoring Programs to Discover Generalizable Abstractions Elias Stengel-Eskin Archiki Prasad Mohit Bansal 18 13 0 29 Jan 2024
YODA: Teacher-Student Progressive Learning for Language Models Jianqiao Lu Wanjun Zhong Yufei Wang Zhijiang Guo Qi Zhu ... Baojun Wang Yasheng Wang Lifeng Shang Xin Jiang Qun Liu LRM 14 6 0 28 Jan 2024
Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion Yujian Liu Jiabao Ji Tong Yu Ryan Rossi Sungchul Kim Handong Zhao Ritwik Sinha Yang Zhang Shiyu Chang RALM LMTD 28 2 0 28 Jan 2024
GPTVoiceTasker: LLM-Powered Virtual Assistant for Smartphone Minh Duc Vu Han Wang Zhuang Li Jieshan Chen Shengdong Zhao Zhenchang Xing Chunyang Chen 21 8 0 25 Jan 2024
Zero-shot Sequential Neuro-symbolic Reasoning for Automatically Generating Architecture Schematic Designs Milin Kodnongbua Lawrence H. Curtis Adriana Schulz AI4CE 37 2 0 25 Jan 2024
Towards Goal-oriented Prompt Engineering for Large Language Models: A Survey Haochen Li Jonathan Leung Zhiqi Shen LM&MA LLMAG LRM 18 0 0 25 Jan 2024
Towards Uncertainty-Aware Language Agent Jiuzhou Han Wray L. Buntine Ehsan Shareghi LLMAG AI4CE 21 4 0 25 Jan 2024