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

22 November 2022

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

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CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving Pei Chen Boran Han Shuai Zhang LRM LLMAG 83 5 0 26 Apr 2024
TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning Liang Zhang Anwen Hu Haiyang Xu Mingshi Yan Yichen Xu Qin Jin Ji Zhang Fei Huang 109 17 0 25 Apr 2024
Cantor: Inspiring Multimodal Chain-of-Thought of MLLM Timin Gao Peixian Chen Mengdan Zhang Chaoyou Fu Yunhang Shen ... Shengchuan Zhang Xiawu Zheng Xing Sun Liujuan Cao Rongrong Ji MLLM LRM 121 22 0 24 Apr 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs Yu Xia Rui Wang Xu Liu Mingyan Li Tong Yu Xiang Chen Julian McAuley Shuai Li LRM 128 22 0 24 Apr 2024
Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems Qihuang Zhong Kang Wang Ziyang Xu Juhua Liu Liang Ding Bo Du LRM AIMat 162 4 0 23 Apr 2024
PARAMANU-GANITA: Can Small Math Language Models Rival with Large Language Models on Mathematical Reasoning? Mitodru Niyogi Arnab Bhattacharya LRM ReLM 54 0 0 22 Apr 2024
Mathify: Evaluating Large Language Models on Mathematical Problem Solving Tasks Avinash Anand Mohit Gupta Kritarth Prasad Navya Singla Sanjana Sanjeev Jatin Kumar A. Shivam R. Shah LRM 89 14 0 19 Apr 2024
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? Chengwei Qin Wenhan Xia Tan Wang Fangkai Jiao Yuchen Hu Bosheng Ding Ruirui Chen Shafiq Joty LRM 129 5 0 19 Apr 2024
From Language Models to Practical Self-Improving Computer Agents Alex Sheng LM&MA LLMAG 42 1 0 18 Apr 2024
On the Empirical Complexity of Reasoning and Planning in LLMs Liwei Kang Zirui Zhao David Hsu Wee Sun Lee LRM 83 5 0 17 Apr 2024
Compression Represents Intelligence Linearly Yuzhen Huang Jinghan Zhang Zifei Shan Junxian He 82 29 0 15 Apr 2024
Distilling Reasoning Ability from Large Language Models with Adaptive Thinking Xiao Chen Sihang Zhou K. Liang Xinwang Liu ReLM LRM 113 6 0 14 Apr 2024
Confidence Calibration and Rationalization for LLMs via Multi-Agent Deliberation Ruixin Yang Dheeraj Rajagopal S. Hayati Bin Hu Dongyeop Kang LLMAG 134 7 0 14 Apr 2024
Distilling Algorithmic Reasoning from LLMs via Explaining Solution Programs Jierui Li Raymond J. Mooney LRM 35 3 0 11 Apr 2024
Data Augmentation with In-Context Learning and Comparative Evaluation in Math Word Problem Solving Gulsum Yigit M. Amasyalı AIMat 76 1 0 05 Apr 2024
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models Hyeonwoo Kim Gyoungjin Gim Yungi Kim Jihoo Kim Byungju Kim Wonseok Lee Chanjun Park ReLM LRM 85 0 0 05 Apr 2024
Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra Darioush Kevian U. Syed Xing-ming Guo Aaron J. Havens Geir Dullerud Peter M. Seiler Lianhui Qin Bin Hu ELM 108 34 0 04 Apr 2024
Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models Hyungjoo Chae Yeonghyeon Kim Seungone Kim Kai Tzu-iunn Ong Beong-woo Kwak ... Seonghwan Kim Taeyoon Kwon Jiwan Chung Youngjae Yu Jinyoung Yeo LRM ReLM 78 16 0 03 Apr 2024
$$\texttt{LM}^\texttt{2}$: A Simple Society of Language Models Solves Complex Reasoning$ $\texttt{LM}^\texttt{2}$ : A Simple Society of Language Models Solves Complex Reasoning Gurusha Juneja Subhabrata Dutta Tanmoy Chakraborty ReLM LRM 63 3 0 02 Apr 2024
Efficient Prompting Methods for Large Language Models: A Survey Kaiyan Chang Songcheng Xu Chenglong Wang Yingfeng Luo Tong Xiao Jingbo Zhu LRM 119 36 0 01 Apr 2024
A Theory for Length Generalization in Learning to Reason Changnan Xiao Bing Liu LRM 106 11 0 31 Mar 2024
Conceptual and Unbiased Reasoning in Language Models Ben Zhou Hongming Zhang Sihao Chen Dian Yu Hongwei Wang Baolin Peng Dan Roth Dong Yu ReLM LRM ELM 100 16 0 30 Mar 2024
Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning Yongqi Tong Dawei Li Sizhe Wang Yujia Wang Fei Teng Jingbo Shang LRM 118 59 0 29 Mar 2024
Dual Instruction Tuning with Large Language Models for Mathematical Reasoning Yongwei Zhou Tiejun Zhao LRM 85 7 0 27 Mar 2024
Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization Jin Peng Zhou Charles Staats Wenda Li Christian Szegedy Kilian Q. Weinberger Yuhuai Wu LRM 82 39 0 26 Mar 2024
Large Language Models for Education: A Survey and Outlook Shen Wang Tianlong Xu Hang Li Chaoli Zhang Joleen Liang Jiliang Tang Philip S. Yu Qingsong Wen AI4Ed 116 121 0 26 Mar 2024
ERD: A Framework for Improving LLM Reasoning for Cognitive Distortion Classification Sehee Lim Yejin Kim Chi-Hyun Choi Jy-yong Sohn Byung-Hoon Kim 62 5 0 21 Mar 2024
Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs Victor Carbune Hassan Mansoor Fangyu Liu Rahul Aralikatte Gilles Baechler Jindong Chen Abhanshu Sharma ReLM LRM 162 13 0 19 Mar 2024
What Are Tools Anyway? A Survey from the Language Model Perspective Zhiruo Wang Zhoujun Cheng Hao Zhu Daniel Fried Graham Neubig 130 33 0 18 Mar 2024
ChartThinker: A Contextual Chain-of-Thought Approach to Optimized Chart Summarization Mengsha Liu Daoyuan Chen Yaliang Li Guian Fang Ying Shen 99 22 0 17 Mar 2024
Mastering Text, Code and Math Simultaneously via Fusing Highly Specialized Language Models Ning Ding Yulin Chen Ganqu Cui Xingtai Lv Weilin Zhao Ruobing Xie Bowen Zhou Zhiyuan Liu Maosong Sun ALM MoMe AI4CE 150 7 0 13 Mar 2024
Large Language Models are Contrastive Reasoners Liang Yao ReLM ELM LRM 110 3 0 13 Mar 2024
LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error Boshi Wang Hao Fang Jason Eisner Benjamin Van Durme Yu-Chuan Su CLL 67 10 0 07 Mar 2024
Chain of Thought Explanation for Dialogue State Tracking Lin Xu Ningxin Peng Daquan Zhou See-Kiong Ng Jinlan Fu LRM 97 1 0 07 Mar 2024
Teaching Large Language Models to Reason with Reinforcement Learning Alex Havrilla Yuqing Du Sharath Chandra Raparthy Christoforos Nalmpantis Jane Dwivedi-Yu Maksym Zhuravinskyi Eric Hambro Sainbayar Sukhbaatar Roberta Raileanu ReLM LRM 111 94 0 07 Mar 2024
MathScale: Scaling Instruction Tuning for Mathematical Reasoning Zhengyang Tang Xingxing Zhang Benyou Wang Furu Wei ALM LRM 95 83 0 05 Mar 2024
Eliciting Better Multilingual Structured Reasoning from LLMs through Code Bryan Li Tamer Alkhouli Daniele Bonadiman Nikolaos Pappas Saab Mansour LRM 73 9 0 05 Mar 2024
Key-Point-Driven Data Synthesis with its Enhancement on Mathematical Reasoning Yiming Huang Xiao Liu Yeyun Gong Zhibin Gou Yelong Shen Nan Duan Weizhu Chen AIMat LRM 123 44 0 04 Mar 2024
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models Changyu Chen Xiting Wang Ting-En Lin Ang Lv Yuchuan Wu Xin Gao Ji-Rong Wen Rui Yan Yongbin Li ReLM LRM 86 14 0 04 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 151 12 0 04 Mar 2024
Improving the Validity of Automatically Generated Feedback via Reinforcement Learning Alexander Scarlatos Digory Smith Simon Woodhead Andrew Lan OffRL 80 12 0 02 Mar 2024
Semi-Instruct: Bridging Natural-Instruct and Self-Instruct for Code Large Language Models Xianzhen Luo Qingfu Zhu Zhiming Zhang Xu Wang Qing Yang Dongliang Xu Wanxiang Che ALM 71 2 0 01 Mar 2024
Functional Benchmarks for Robust Evaluation of Reasoning Performance, and the Reasoning Gap Saurabh Srivastava B. AnnaroseM V. AntoP Shashank Menon Ajay Sukumar T. AdwaithSamod Alan Philipose Stevin Prince Sooraj Thomas ELM ReLM LRM 79 56 0 29 Feb 2024
GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers Qintong Li Leyang Cui Xueliang Zhao Lingpeng Kong Wei Bi LRM 119 62 0 29 Feb 2024
Data Interpreter: An LLM Agent For Data Science Sirui Hong Yizhang Lin Bang Liu Bangbang Liu Binhao Wu ... Xinbing Liang Yaying Fei Yuheng Cheng Zongze Xu Chenglin Wu LLMAG AI4CE 158 78 0 28 Feb 2024
Beyond Natural Language: LLMs Leveraging Alternative Formats for Enhanced Reasoning and Communication Weize Chen Chenfei Yuan Jiarui Yuan Yusheng Su Cheng Qian Cheng Yang Ruobing Xie Zhiyuan Liu Maosong Sun 91 9 0 28 Feb 2024
How to think step-by-step: A mechanistic understanding of chain-of-thought reasoning Subhabrata Dutta Joykirat Singh Soumen Chakrabarti Tanmoy Chakraborty LRM 97 26 0 28 Feb 2024
All in an Aggregated Image for In-Image Learning Lei Wang Wanyu Xu Zhiqiang Hu Yihuai Lan Shan Dong Hao Wang Roy Ka-wei Lee Ee-Peng Lim VLM 92 1 0 28 Feb 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 185 81 0 27 Feb 2024
Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data Xiao Liu Zirui Wu Xueqing Wu Pan Lu Kai-Wei Chang Yansong Feng ELM LRM 112 39 0 27 Feb 2024