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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
Can LLMs Reason in the Wild with Programs? Yuan Yang Siheng Xiong Ali Payani Ehsan Shareghi Faramarz Fekri LRM 88 16 0 19 Jun 2024
What Are the Odds? Language Models Are Capable of Probabilistic Reasoning Akshay Paruchuri Jake Garrison Shun Liao John Hernandez Jacob Sunshine Tim Althoff Xin Liu Daniel J. McDuff LRM 89 9 0 18 Jun 2024
Can We Trust Large Language Models Generated Code? A Framework for In-Context Learning, Security Patterns, and Code Evaluations Across Diverse LLMs Ahmad Mohsin Helge Janicke Adrian Wood Iqbal H. Sarker Leandros A. Maglaras N. Janjua 101 16 0 18 Jun 2024
Abstraction-of-Thought Makes Language Models Better Reasoners Ruixin Hong Hongming Zhang Xiaoman Pan Dong Yu Changshui Zhang LRM 106 8 0 18 Jun 2024
MedCalc-Bench: Evaluating Large Language Models for Medical Calculations Nikhil Khandekar Qiao Jin Guangzhi Xiong Soren Dunn Serina S Applebaum ... Amisha D. Dave Andrew Taylor Aidong Zhang Qingyu Chen Zhiyong Lu LM&MA ELM 121 14 0 17 Jun 2024
Look Further Ahead: Testing the Limits of GPT-4 in Path Planning Mohamed Aghzal Erion Plaku Ziyu Yao ELM 102 7 0 17 Jun 2024
Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models Fangzhi Xu Qiushi Sun Kanzhi Cheng Jing Liu Yu Qiao Zhiyong Wu LLMAG 74 7 0 17 Jun 2024
Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs Krista Opsahl-Ong Michael J Ryan Josh Purtell David Broman Christopher Potts Matei A. Zaharia Omar Khattab 91 43 0 17 Jun 2024
Demonstration Notebook: Finding the Most Suited In-Context Learning Example from Interactions Yiming Tang Bin Dong 66 0 0 16 Jun 2024
Step-level Value Preference Optimization for Mathematical Reasoning Guoxin Chen Minpeng Liao Chengxi Li Kai Fan LRM 99 42 0 16 Jun 2024
Exposing the Achilles' Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning Joykirat Singh A. Nambi Vibhav Vineet LRM 97 6 0 16 Jun 2024
Efficient Prompting for LLM-based Generative Internet of Things Bin Xiao B. Kantarci Jiawen Kang Dusit Niyato Mohsen Guizani 88 22 0 14 Jun 2024
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng Lin Wenbin Jiang Weiping Wang LMTD VLM 145 20 0 12 Jun 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 195 74 0 12 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 208 44 0 09 Jun 2024
Flow of Reasoning:Training LLMs for Divergent Problem Solving with Minimal Examples Fangxu Yu Lai Jiang Haoqiang Kang Shibo Hao Lianhui Qin LRM AI4CE 210 10 0 09 Jun 2024
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models Ling Yang Zhaochen Yu Tianjun Zhang Shiyi Cao Minkai Xu Wentao Zhang Joseph E. Gonzalez Bin Cui LLMAG LM&Ro LRM KELM 127 45 0 06 Jun 2024
Meta-Designing Quantum Experiments with Language Models Sören Arlt Haonan Duan Felix Li Sang Michael Xie Yuhuai Wu Mario Krenn AI4CE 123 5 0 04 Jun 2024
Break the Chain: Large Language Models Can be Shortcut Reasoners Mengru Ding Hanmeng Liu Zhizhang Fu Jian Song Wenbo Xie Yue Zhang KELM LRM 75 12 0 04 Jun 2024
mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models Huiyuan Lai Malvina Nissim LRM 121 19 0 04 Jun 2024
Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data Haolong Li Yu Ma Yinqi Zhang Chen Ye Jie Chen ReLM LRM 62 4 0 04 Jun 2024
OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step Owen Dugan Donato Manuel Jimenez Beneto Charlotte Loh Zhuo Chen Rumen Dangovski Marin Soljacic LRM 75 2 0 04 Jun 2024
Preemptive Answer "Attacks" on Chain-of-Thought Reasoning Rongwu Xu Zehan Qi Wei Xu LRM SILM 92 9 0 31 May 2024
Divide-and-Conquer Meets Consensus: Unleashing the Power of Functions in Code Generation Jingchang Chen Hongxuan Tang Zheng Chu Qianglong Chen Zekun Wang Ming Liu Bing Qin 127 6 0 30 May 2024
VQA Training Sets are Self-play Environments for Generating Few-shot Pools Tautvydas Misiunas Hassan Mansoor Jasper Uijlings Oriana Riva Victor Carbune LRM VLM 68 0 0 30 May 2024
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions Zhenwen Liang Dian Yu Wenhao Yu Wenlin Yao Zhihan Zhang Xiangliang Zhang Dong Yu LRM 113 13 0 29 May 2024
AlchemistCoder: Harmonizing and Eliciting Code Capability by Hindsight Tuning on Multi-source Data Zifan Song Yudong Wang Wenwei Zhang Kuikun Liu Chengqi Lyu ... Qipeng Guo Hang Yan Dahua Lin Kai-xiang Chen Cairong Zhao SyDa 82 2 0 29 May 2024
Tool Learning with Large Language Models: A Survey Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang D. Yin Jun Xu Jirong Wen LLMAG 105 107 0 28 May 2024
Arithmetic Reasoning with LLM: Prolog Generation & Permutation Xiaocheng Yang Bingsen Chen Yik-Cheung Tam LRM 91 12 0 28 May 2024
ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation Houxing Ren Mingjie Zhan Zhongyuan Wu Aojun Zhou Junting Pan Hongsheng Li SyDa 125 7 0 27 May 2024
VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models Zejun Li Ruipu Luo Jiwen Zhang Minghui Qiu Zhongyu Wei Zhongyu Wei LRM MLLM 185 17 0 27 May 2024
Learning to Reason via Program Generation, Emulation, and Search Nathaniel Weir Muhammad Khalifa Linlu Qiu Orion Weller Peter Clark SyDa ReLM LRM 149 9 0 25 May 2024
JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis Models Kun Zhou Beichen Zhang Jiapeng Wang Zhipeng Chen Wayne Xin Zhao Jing Sha Zhichao Sheng Shijin Wang Ji-Rong Wen SyDa LRM 110 34 0 23 May 2024
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 173 14 0 23 May 2024
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models Qiji Zhou Ruochen Zhou Zike Hu Panzhong Lu Siyang Gao Yue Zhang LRM 106 17 0 22 May 2024
360Zhinao Technical Report 360Zhinao Team 67 0 0 22 May 2024
Aggregation of Reasoning: A Hierarchical Framework for Enhancing Answer Selection in Large Language Models Zhangyue Yin Qiushi Sun Qipeng Guo Zhiyuan Zeng Xiaonan Li ... Qinyuan Cheng Ding Wang Xiaofeng Mou Xipeng Qiu XuanJing Huang LRM 96 4 0 21 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Hai-Tao Zheng Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 121 59 0 21 May 2024
Towards Better Question Generation in QA-based Event Extraction Zijin Hong Jian Liu 110 9 0 17 May 2024
MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning Shuo Yin Weihao You Zhilong Ji Guoqiang Zhong Jinfeng Bai LRM SyDa 82 11 0 13 May 2024
AIOS Compiler: LLM as Interpreter for Natural Language Programming and Flow Programming of AI Agents Shuyuan Xu Zelong Li Kai Mei Yongfeng Zhang 73 5 0 11 May 2024
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought Zhuoxuan Jiang Haoyuan Peng Shanshan Feng Fan Li Dongsheng Li KELM LRM 95 16 0 09 May 2024
Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning Junzhi Chen Juhao Liang Benyou Wang LLMAG 83 4 0 09 May 2024
AlphaMath Almost Zero: process Supervision without process Guoxin Chen Minpeng Liao Chengxi Li Kai Fan AIMat LRM 84 113 0 06 May 2024
MAmmoTH2: Scaling Instructions from the Web Xiang Yue Tuney Zheng Ge Zhang Wenhu Chen ALM LRM 100 101 0 06 May 2024
The Power of Question Translation Training in Multilingual Reasoning: Broadened Scope and Deepened Insights Wenhao Zhu Shujian Huang Fei Yuan Cheng Chen Jiajun Chen Alexandra Birch LRM 138 5 0 02 May 2024
Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning Yuxi Xie Anirudh Goyal Wenyue Zheng Min-Yen Kan Timothy Lillicrap Kenji Kawaguchi Michael Shieh ReLM LRM 143 126 0 01 May 2024
Exploring the Limits of Fine-grained LLM-based Physics Inference via Premise Removal Interventions Jordan Meadows Tamsin James André Freitas ReLM LRM AI4CE 70 1 0 29 Apr 2024
Logic Agent: Enhancing Validity with Logic Rule Invocation Hanmeng Liu Zhiyang Teng Chaoli Zhang Yue Zhang LRM LLMAG 78 4 0 28 Apr 2024
Tool Calling: Enhancing Medication Consultation via Retrieval-Augmented Large Language Models Zhongzhen Huang Kui Xue Yongqi Fan Linjie Mu Ruoyu Liu Tong Ruan Shaoting Zhang Xiaofan Zhang LM&MA RALM 93 5 0 27 Apr 2024