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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
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 368 33 0 25 Jan 2024
TPD: Enhancing Student Language Model Reasoning via Principle Discovery and Guidance Haorui Wang Rongzhi Zhang Yinghao Li Lingkai Kong Yuchen Zhuang Xiusi Chen Chao Zhang LRM 81 5 0 24 Jan 2024
Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding Mirac Suzgun Adam Tauman Kalai KELM LRM LLMAG ReLM 123 78 0 23 Jan 2024
TroVE: Inducing Verifiable and Efficient Toolboxes for Solving Programmatic Tasks Zhiruo Wang Daniel Fried Graham Neubig 79 24 0 23 Jan 2024
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning Debjyoti Mondal Suraj Modi Subhadarshi Panda Rituraj Singh Godawari Sudhakar Rao LRM 77 46 0 23 Jan 2024
Distilling Mathematical Reasoning Capabilities into Small Language Models Xunyu Zhu Jian Li Yong Liu Can Ma Weiping Wang LRM 68 12 0 22 Jan 2024
Speak It Out: Solving Symbol-Related Problems with Symbol-to-Language Conversion for Language Models Yile Wang Sijie Cheng Zixin Sun Peng Li Yang Liu ReLM LRM 95 5 0 22 Jan 2024
Visualization Generation with Large Language Models: An Evaluation Guozheng Li Xinyu Wang Gerile Aodeng Shunyuan Zheng Yu Zhang Chuangxin Ou Song Wang Chi Harold Liu 80 36 0 20 Jan 2024
Code Prompting Elicits Conditional Reasoning Abilities in Text+Code LLMs Haritz Puerto Martin Tutek Somak Aditya Xiaodan Zhu Iryna Gurevych ReCod ReLM LRM 110 15 0 18 Jan 2024
Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions Pengfei Hong Navonil Majumder Deepanway Ghosal Somak Aditya Rada Mihalcea Soujanya Poria LRM 99 5 0 17 Jan 2024
MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline Minpeng Liao Wei Luo Chengxi Li Jing Wu Kai Fan LRM 117 48 0 16 Jan 2024
Survey of Natural Language Processing for Education: Taxonomy, Systematic Review, and Future Trends Yunshi Lan Xinyuan Li Hanyue Du Xuesong Lu Ming Gao Weining Qian Aoying Zhou 106 4 0 15 Jan 2024
EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records Wenqi Shi Ran Xu Yuchen Zhuang Yue Yu Jieyu Zhang Hang Wu Yuanda Zhu Joyce C. Ho Carl Yang M. D. Wang 89 35 0 13 Jan 2024
Enhancing Emotional Generation Capability of Large Language Models via Emotional Chain-of-Thought Zaijing Li Gongwei Chen Rui Shao Dongmei Jiang Liqiang Nie 63 16 0 12 Jan 2024
Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning Yiqi Wang Wentao Chen Xiaotian Han Xudong Lin Haiteng Zhao Yongfei Liu Bohan Zhai Jianbo Yuan Quanzeng You Hongxia Yang LRM 110 88 0 10 Jan 2024
DCR: Divide-and-Conquer Reasoning for Multi-choice Question Answering with LLMs Zijie Meng Yan Zhang Zhaopeng Feng Zuozhu Liu LRM 72 5 0 10 Jan 2024
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding Zilong Wang Hao Zhang Chun-Liang Li Julian Martin Eisenschlos Vincent Perot ... Lesly Miculicich Yasuhisa Fujii Jingbo Shang Chen-Yu Lee Tomas Pfister ReLM LMTD LRM 101 117 0 09 Jan 2024
Language-Conditioned Robotic Manipulation with Fast and Slow Thinking Minjie Zhu Yichen Zhu Jinming Li Junjie Wen Zhiyuan Xu ... Yaxin Peng Chaomin Shen Dong Liu Feifei Feng Jian Tang LM&Ro 72 15 0 08 Jan 2024
Using Large Language Models to Assess Tutors' Performance in Reacting to Students Making Math Errors Sanjit Kakarla Danielle R. Thomas Jionghao Lin Shivang Gupta Kenneth R. Koedinger 32 6 0 06 Jan 2024
LLaMA Pro: Progressive LLaMA with Block Expansion Chengyue Wu Yukang Gan Yixiao Ge Zeyu Lu Jiahao Wang Ye Feng Ying Shan Ping Luo CLL 90 72 0 04 Jan 2024
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives Wenqi Zhang Yongliang Shen Linjuan Wu Qiuying Peng Jun Wang Yueting Zhuang Weiming Lu LRM LLMAG 99 70 0 04 Jan 2024
Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers Aleksandar Stanić Sergi Caelles Michael Tschannen LRM VLM 94 10 0 03 Jan 2024
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents Ke Yang Jiateng Liu John Wu Chaoqi Yang Yi R. Fung ... Xu Cao Xingyao Wang Yiquan Wang Chenhui Xu Chengxiang Zhai LLMAG ELM 151 87 0 01 Jan 2024
A Simple LLM Framework for Long-Range Video Question-Answering Ce Zhang Taixi Lu Md. Mohaiminul Islam Ziyang Wang Shoubin Yu Mohit Bansal Gedas Bertasius 192 92 0 28 Dec 2023
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation Zhongshen Zeng Pengguang Chen Shu Liu Haiyun Jiang Jiaya Jia ReLM ELM LRM 81 23 0 28 Dec 2023
Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems Xupeng Miao Gabriele Oliaro Zhihao Zhang Xinhao Cheng Hongyi Jin Tianqi Chen Zhihao Jia 138 86 0 23 Dec 2023
Semantic Parsing for Complex Data Retrieval: Targeting Query Plans vs. SQL for No-Code Access to Relational Databases Ben Eyal Amir Bachar Ophir Haroche Michael Elhadad 41 0 0 22 Dec 2023
From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting Nuo Chen Hongguang Li Baoyuan Wang Jia Li RALM ReLM LRM 73 8 0 18 Dec 2023
kNN-ICL: Compositional Task-Oriented Parsing Generalization with Nearest Neighbor In-Context Learning Wenting Zhao Ye Liu Yao Wan Yibo Wang Qingyang Wu Zhongfen Deng Jiangshu Du Shuaiqi Liu Yunlong Xu Philip S. Yu 76 8 0 17 Dec 2023
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng Enze Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 209 85 0 17 Dec 2023
Mixed Distillation Helps Smaller Language Model Better Reasoning Chenglin Li Qianglong Chen Liangyue Li Wang Caiyu Yicheng Li Zhang Yin Yin Zhang LRM 79 15 0 17 Dec 2023
Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning Xijie Huang Li Lyna Zhang Kwang-Ting Cheng Fan Yang Mao Yang LRM ReLM 94 13 0 14 Dec 2023
Assessing GPT4-V on Structured Reasoning Tasks Mukul Singh J. Cambronero Sumit Gulwani Vu Le Gust Verbruggen LRM 73 13 0 13 Dec 2023
Can LLM find the green circle? Investigation and Human-guided tool manipulation for compositional generalization Min Zhang Jianfeng He Shuo Lei Murong Yue Linhan Wang Chang-Tien Lu 92 5 0 12 Dec 2023
Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning Subhabrata Dutta Joykirat Singh Ishan Pandey Sunny Manchanda Soumen Chakrabarti Tanmoy Chakraborty ReLM LRM 88 4 0 09 Dec 2023
An LLM Compiler for Parallel Function Calling Sehoon Kim Suhong Moon Ryan Tabrizi Nicholas Lee Michael W. Mahoney Kurt Keutzer A. Gholami LRM 74 65 0 07 Dec 2023
Chain of Code: Reasoning with a Language Model-Augmented Code Emulator Chengshu Li Jacky Liang Andy Zeng Xinyun Chen Karol Hausman Dorsa Sadigh Sergey Levine Fei-Fei Li Fei Xia Brian Ichter LLMAG LRM 105 83 0 07 Dec 2023
Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models Yushi Hu Otilia Stretcu Chun-Ta Lu Krishnamurthy Viswanathan Kenji Hata Enming Luo Ranjay Krishna Ariel Fuxman VLM LRM MLLM 128 37 0 05 Dec 2023
Large Knowledge Model: Perspectives and Challenges Huajun Chen KELM 123 9 0 05 Dec 2023
Recursive Visual Programming Jiaxin Ge Sanjay Subramanian Baifeng Shi Roei Herzig Trevor Darrell 46 7 0 04 Dec 2023
Exchange-of-Thought: Enhancing Large Language Model Capabilities through Cross-Model Communication Zhangyue Yin Qiushi Sun Cheng Chang Qipeng Guo Junqi Dai Xuanjing Huang Xipeng Qiu LRM 87 59 0 04 Dec 2023
D-Bot: Database Diagnosis System using Large Language Models Xuanhe Zhou Guoliang Li Zhaoyan Sun Zhiyuan Liu Weize Chen Jianming Wu Jiesi Liu Ruohang Feng Guoyang Zeng LLMAG 93 22 0 03 Dec 2023
Beyond ChatBots: ExploreLLM for Structured Thoughts and Personalized Model Responses Xiao Ma Swaroop Mishra Ariel Liu S. Su Jilin Chen Chinmay Kulkarni Heng-Tze Cheng Quoc V. Le Ed H. Chi LM&Ro 77 42 0 01 Dec 2023
On Exploring the Reasoning Capability of Large Language Models with Knowledge Graphs Pei-Chi Lo Yiting Tsai Ee-Peng Lim San-Yih Hwang LRM 27 6 0 01 Dec 2023
A Survey on Prompting Techniques in LLMs Prabin Bhandari 48 7 0 28 Nov 2023
LLM-Assisted Code Cleaning For Training Accurate Code Generators Naman Jain Tianjun Zhang Wei-Lin Chiang Joseph E. Gonzalez Koushik Sen Ion Stoica 80 32 0 25 Nov 2023
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 109 7 0 22 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 151 61 0 20 Nov 2023
Meta Prompting for AI Systems Yifan Zhang Yang Yuan Andrew Chi-Chih Yao LLMAG LRM 193 6 0 20 Nov 2023
Zero-Shot Question Answering over Financial Documents using Large Language Models Karmvir Singh Phogat Chetan Harsha Sridhar Dasaratha Shashishekar Ramakrishna Sai Akhil Puranam 50 6 0 19 Nov 2023