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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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Title
Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language Kevin Ellis BDL LRM 70 16 0 05 Jun 2023
Evaluating and Improving Tool-Augmented Computation-Intensive Math Reasoning Beichen Zhang Kun Zhou Xilin Wei Wayne Xin Zhao Jing Sha Shijin Wang Ji-Rong Wen LRM 119 39 0 04 Jun 2023
MathChat: Converse to Tackle Challenging Math Problems with LLM Agents Yiran Wu Feiran Jia Shaokun Zhang Han-Tai Li Erkang Zhu Yue Wang Y. Lee Richard Peng Qingyun Wu Chi Wang LLMAG 104 54 0 02 Jun 2023
Large Language Models Are Not Strong Abstract Reasoners Gaël Gendron Qiming Bao Michael Witbrock Gillian Dobbie ELM LRM 127 37 0 31 May 2023
Grammar Prompting for Domain-Specific Language Generation with Large Language Models Bailin Wang Zi Wang Xuezhi Wang Yuan Cao Rif A. Saurous Yoon Kim ReLM LRM 119 60 0 30 May 2023
The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code Xiao Liu Da Yin Chen Zhang Yansong Feng Dongyan Zhao ELM ReLM ReCod LRM 91 22 0 30 May 2023
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey Chen Ling Xujiang Zhao Jiaying Lu Chengyuan Deng Can Zheng ... Chris White Quanquan Gu Jian Pei Carl Yang Liang Zhao ALM 169 140 0 30 May 2023
Do Large Language Models Know What They Don't Know? Zhangyue Yin Qiushi Sun Qipeng Guo Jiawen Wu Xipeng Qiu Xuanjing Huang ELM AI4MH 96 164 0 29 May 2023
Code Prompting: a Neural Symbolic Method for Complex Reasoning in Large Language Models Yitao Hu Haotong Yang Zhouchen Lin Muhan Zhang ReLM LRM 76 18 0 29 May 2023
Large Language Models as Tool Makers Tianle Cai Xuezhi Wang Tengyu Ma Xinyun Chen Denny Zhou LLMAG 102 212 0 26 May 2023
AdaPlanner: Adaptive Planning from Feedback with Language Models Haotian Sun Yuchen Zhuang Lingkai Kong Bo Dai Chao Zhang LLMAG 96 138 0 26 May 2023
InteractiveIE: Towards Assessing the Strength of Human-AI Collaboration in Improving the Performance of Information Extraction Ishani Mondal Michelle Yuan N. Anandhavelu Aparna Garimella Francis Ferraro Andrew Blair-Stanek Benjamin Van Durme Jordan L. Boyd-Graber 71 1 0 24 May 2023
Getting MoRE out of Mixture of Language Model Reasoning Experts Chenglei Si Weijia Shi Chen Zhao Luke Zettlemoyer Jordan L. Boyd-Graber LRM 94 29 0 24 May 2023
PEARL: Prompting Large Language Models to Plan and Execute Actions Over Long Documents Simeng Sun Yongxu Liu Shuohang Wang Chenguang Zhu Mohit Iyyer RALM LRM ReLM 89 55 0 23 May 2023
Automatic Model Selection with Large Language Models for Reasoning Xu Zhao Yuxi Xie Kenji Kawaguchi Junxian He Qizhe Xie ReLM LRM 84 40 0 23 May 2023
CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models Cheng Qian Chi Han Yi R. Fung Yujia Qin Zhiyuan Liu Heng Ji LRM 106 38 0 23 May 2023
Question Answering as Programming for Solving Time-Sensitive Questions Xinyu Zhu Cheng Yang B. Chen Siheng Li Jian-Guang Lou Yujiu Yang KELM 102 11 0 23 May 2023
Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks Tiedong Liu K. H. Low ALM 91 87 0 23 May 2023
Evaluating Factual Consistency of Summaries with Large Language Models Shiqi Chen Siyang Gao Junxian He ELM LRM HILM 68 9 0 23 May 2023
PaD: Program-aided Distillation Can Teach Small Models Reasoning Better than Chain-of-thought Fine-tuning Xuekai Zhu Biqing Qi Kaiyan Zhang Xingwei Long Zhouhan Lin Bowen Zhou ALM LRM 60 21 0 23 May 2023
Exploring Self-supervised Logic-enhanced Training for Large Language Models Fangkai Jiao Zhiyang Teng Bosheng Ding Zhengyuan Liu Nancy F. Chen Shafiq Joty ReLM LRM 49 5 0 23 May 2023
Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation Zhenwen Liang Wenhao Yu Tanmay Rajpurohit Peter Clark Xiangliang Zhang Ashwin Kaylan 70 38 0 22 May 2023
SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables Xinyuan Lu Liangming Pan Qian Liu Preslav Nakov Min-Yen Kan LMTD 119 34 0 22 May 2023
Fact-Checking Complex Claims with Program-Guided Reasoning Liangming Pan Xiaobao Wu Xinyuan Lu Anh Tuan Luu William Yang Wang Min-Yen Kan Preslav Nakov LRM 100 136 0 22 May 2023
Enhancing Few-shot Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies Linyong Nan Yilun Zhao Weijin Zou Narutatsu Ri Jaesung Tae Ellen Zhang Arman Cohan Dragomir R. Radev LMTD 86 51 0 21 May 2023
A Symbolic Framework for Evaluating Mathematical Reasoning and Generalisation with Transformers Jordan Meadows Marco Valentino Damien Teney André Freitas 120 8 0 21 May 2023
TheoremQA: A Theorem-driven Question Answering dataset Wenhu Chen Ming Yin Max Ku Pan Lu Yixin Wan Xueguang Ma Jianyu Xu Xinyi Wang Tony Xia AIMat 131 140 0 21 May 2023
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning Liangming Pan Alon Albalak Xinyi Wang William Yang Wang ReLM LRM AI4CE 171 274 0 20 May 2023
ReTAG: Reasoning Aware Table to Analytic Text Generation Deepanway Ghosal Preksha Nema A. Raghuveer LMTD LRM 78 5 0 19 May 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 154 399 0 19 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 153 183 0 19 May 2023
RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought Tianci Xue Ziqi Wang Zhenhailong Wang Chi Han Pengfei Yu Heng Ji KELM LRM 109 38 0 19 May 2023
Hint of Thought prompting: an explainable and zero-shot approach to reasoning tasks with LLMs IokTong Lei Zhidong Deng ReLM RALM LRM 52 4 0 19 May 2023
LLMScore: Unveiling the Power of Large Language Models in Text-to-Image Synthesis Evaluation Yujie Lu Xianjun Yang Xiujun Li Xinze Wang William Yang Wang EGVM 143 79 0 18 May 2023
SatLM: Satisfiability-Aided Language Models Using Declarative Prompting Xi Ye Qiaochu Chen Işıl Dillig Greg Durrett ReLM ReCod LRM 104 73 0 16 May 2023
Read, Diagnose and Chat: Towards Explainable and Interactive LLMs-Augmented Depression Detection in Social Media Wei Qin Zetong Chen Lei Wang Yunshi Lan Wei Ren Richang Hong AI4MH 88 21 0 09 May 2023
Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models Lei Wang Wanyu Xu Yihuai Lan Zhiqiang Hu Yunshi Lan Roy Ka-wei Lee Ee-Peng Lim ReLM LRM 134 358 0 06 May 2023
T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Mixed Large Language Model Signals for Science Question Answering Lei Wang Yilang Hu Jiabang He Xingdong Xu Ning Liu Hui-juan Liu Hengtao Shen LRM MLLM 118 48 0 05 May 2023
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 182 84 0 02 May 2023
From Words to Code: Harnessing Data for Program Synthesis from Natural Language Anirudh Khatry Joyce Cahoon Jordan Henkel Shaleen Deep Venkatesh Emani ... Vu Le Mohammad Raza Sherry Shi Mukul Singh A. Tiwari 113 12 0 02 May 2023
Self-Evaluation Guided Beam Search for Reasoning Yuxi Xie Kenji Kawaguchi Yiran Zhao Xu Zhao MingSung Kan Junxian He Qizhe Xie LRM 262 159 0 01 May 2023
Exploring the Curious Case of Code Prompts Li Zhang Liam Dugan Hainiu Xu Chris Callison-Burch LRM 84 14 0 26 Apr 2023
LLM+P: Empowering Large Language Models with Optimal Planning Proficiency B. Liu Yuqian Jiang Xiaohan Zhang Qian Liu Shiqi Zhang Joydeep Biswas Peter Stone LM&Ro LLMAG 128 421 0 22 Apr 2023
Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models Pan Lu Baolin Peng Hao Cheng Michel Galley Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Jianfeng Gao KELM MLLM LRM 155 326 0 19 Apr 2023
Progressive-Hint Prompting Improves Reasoning in Large Language Models Chuanyang Zheng Zhengying Liu Enze Xie Zhenguo Li Yu Li LLMAG ReLM LRM 121 106 0 19 Apr 2023
CodeKGC: Code Language Model for Generative Knowledge Graph Construction Zhen Bi Jing Chen Yinuo Jiang Feiyu Xiong Wei Guo Huajun Chen Ningyu Zhang 68 42 0 18 Apr 2023
Tool Learning with Foundation Models Yujia Qin Shengding Hu Yankai Lin Weize Chen Ning Ding ... Cheng Yang Tongshuang Wu Heng Ji Zhiyuan Liu Maosong Sun 150 222 0 17 Apr 2023
Teaching Large Language Models to Self-Debug Xinyun Chen Maxwell Lin Nathanael Scharli Denny Zhou LRM 151 711 0 11 Apr 2023
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Kang Liu Jun Zhao 90 6 0 04 Apr 2023
Improving Large Language Models for Clinical Named Entity Recognition via Prompt Engineering Yan Hu Iqra Ameer Jingcheng Du Xueqing Peng Vipina Kuttichi Keloth ... Zehan Li Xiaoqian Jiang Yiming Li Jianfu Li Hua Xu LM&MA 82 200 0 29 Mar 2023