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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
Structured Program Synthesis using LLMs: Results and Insights from the IPARC Challenge Shraddha Surana Ashwin Srinivasan Michael Bain 14 0 0 15 Jun 2025
Graph of Verification: Structured Verification of LLM Reasoning with Directed Acyclic Graphs Jiwei Fang Bin Zhang Changwei Wang Jin Wan Zhiwei Xu LRM 22 0 0 14 Jun 2025
A Survey of Foundation Models for IoT: Taxonomy and Criteria-Based Analysis Hui Wei Dong Yoon Lee Shubham Rohal Zhizhang Hu Shiwei Fang Shijia Pan 40 0 0 13 Jun 2025
CoRT: Code-integrated Reasoning within Thinking Chengpeng Li Zhengyang Tang Ziniu Li Mingfeng Xue Keqin Bao ... Ruoyu Sun Benyou Wang Xiang Wang Junyang Lin Dayiheng Liu LLMAG OffRL ReLM LRM 78 0 0 11 Jun 2025
AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions Polina Kirichenko Mark Ibrahim Kamalika Chaudhuri Samuel J. Bell LRM 25 0 0 10 Jun 2025
Sample Efficient Demonstration Selection for In-Context Learning Kiran Purohit Venktesh V Sourangshu Bhattacharya Avishek Anand 43 0 0 10 Jun 2025
Efficient Post-Training Refinement of Latent Reasoning in Large Language Models Xinyuan Wang Dongjie Wang Wangyang Ying Haoyue Bai Nanxu Gong Sixun Dong Kunpeng Liu Yanjie Fu ReLM LRM 51 0 0 10 Jun 2025
Improved LLM Agents for Financial Document Question Answering Nelvin Tan Zian Seng Liang Zhang Yu-Ching Shih Dong Yang Amol Salunkhe 21 0 0 10 Jun 2025
Chain of Methodologies: Scaling Test Time Computation without Training Cong Liu Jie Wu Weigang Wu Xu Chen Liang Lin Wei-Shi Zheng LLMAG LRM AI4CE 33 0 0 08 Jun 2025
Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs Hongming Yang Shi Lin Jun Shao Changting Lin Donghai Zhu Meng Han Qinglei Kong 23 0 0 06 Jun 2025
Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models Peijie Liu Fengli Xu Yong Li LRM 55 0 0 06 Jun 2025
FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging Zichen Tang Haihong E Ziyan Ma Haoyang He Jiacheng Liu ... Kun Ji Qing Huang Xinyang Hu Yang Liu Qianhe Zheng AIMat AIFin ELM 70 0 0 06 Jun 2025
LLM-Symbolic Integration for Robust Temporal Tabular Reasoning Atharv Kulkarni Kushagra Dixit Vivek Srikumar Dan Roth Vivek Gupta LMTD 41 1 0 06 Jun 2025
Advancing Tool-Augmented Large Language Models via Meta-Verification and Reflection Learning Zhiyuan Ma Jiayu Liu Xianzhen Luo Zhenya Huang Qingfu Zhu Wanxiang Che LLMAG 178 0 0 05 Jun 2025
Exchange of Perspective Prompting Enhances Reasoning in Large Language Models Lin Sun Can Zhang LRM 63 0 0 04 Jun 2025
Decompose, Plan in Parallel, and Merge: A Novel Paradigm for Large Language Models based Planning with Multiple Constraints Zhengdong Lu Weikai Lu Yiling Tao Yun Dai ZiXuan Chen Huiping Zhuang Cen Chen Hao Peng Ziqian Zeng 52 0 0 03 Jun 2025
BitBypass: A New Direction in Jailbreaking Aligned Large Language Models with Bitstream Camouflage Kalyan Nakka Nitesh Saxena 54 0 0 03 Jun 2025
Read it in Two Steps: Translating Extremely Low-Resource Languages with Code-Augmented Grammar Books Chen Zhang Jiuheng Lin Xiao Liu Zekai Zhang Yansong Feng 58 0 0 02 Jun 2025
Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent Research Qianqian Zhang Jiajia Liao Heting Ying Yibo Ma Haozhan Shen ... Lu Zhang Chunxin Fang Kyusong Lee Ruochen Xu Tiancheng Zhao LLMAG LM&Ro AI4CE 33 0 0 30 May 2025
Every Rollout Counts: Optimal Resource Allocation for Efficient Test-Time Scaling Xinglin Wang Yiwei Li Shaoxiong Feng Peiwen Yuan Y. Zhang Jiayi Shi Chuyi Tan Boyuan Pan Yao Hu Kan Li LRM 25 0 0 30 May 2025
Semi-structured LLM Reasoners Can Be Rigorously Audited Jixuan Leng Cassandra A. Cohen Zhixian Zhang Chenyan Xiong William W. Cohen LRM 35 0 0 30 May 2025
The Road to Generalizable Neuro-Symbolic Learning Should be Paved with Foundation Models Adam Stein Aaditya Naik Neelay Velingker Mayur Naik Eric Wong NAI AI4CE 31 1 0 30 May 2025
Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought Yunze Man De-An Huang Guilin Liu Shiwei Sheng Shilong Liu Liang-Yan Gui Jan Kautz Yu Wang Zhiding Yu MLLM LRM 76 0 0 29 May 2025
Are Reasoning Models More Prone to Hallucination? Zijun Yao Y. Liu Yanxu Chen Jianhui Chen Junfeng Fang Lei Hou Juanzi Li Tat-Seng Chua ReLM HILM LRM 130 0 0 29 May 2025
Fortune: Formula-Driven Reinforcement Learning for Symbolic Table Reasoning in Language Models Lang Cao Jingxian Xu Hanbing Liu Jinyu Wang Mengyu Zhou Haoyu Dong Shi Han Dongmei Zhang LRM OffRL LMTD ReLM 61 0 0 29 May 2025
Scalable, Symbiotic, AI and Non-AI Agent Based Parallel Discrete Event Simulations Atanu Barai S. Eidenbenz N. Santhi 17 0 0 28 May 2025
EULER: Enhancing the Reasoning Ability of Large Language Models through Error-Induced Learning Z. Wu Xinze Li Zhenghao Liu Yukun Yan Zhiyuan Liu Minghe Yu Cheng Yang Yu Gu Ge Yu Maosong Sun LRM 48 0 0 28 May 2025
Born a Transformer -- Always a Transformer? Yana Veitsman Mayank Jobanputra Yash Sarrof Aleksandra Bakalova Vera Demberg Ellie Pavlick Michael Hahn 61 0 0 27 May 2025
RefTool: Enhancing Model Reasoning with Reference-Guided Tool Creation Xiao-Yang Liu Da Yin Zirui Wu Yansong Feng KELM LRM 63 0 0 27 May 2025
RRO: LLM Agent Optimization Through Rising Reward Trajectories Zilong Wang Jingfeng Yang Sreyashi Nag Samarth Varshney Xianfeng Tang Haoming Jiang Jingbo Shang Sheikh Sarwar LRM 46 0 0 27 May 2025
R1-Code-Interpreter: Training LLMs to Reason with Code via Supervised and Reinforcement Learning Yongchao Chen Y. Liu Junwei Zhou Yilun Hao Jingquan Wang Yang Zhang Chuchu Fan OffRL ReLM AI4TS SyDa ALM LRM 74 0 0 27 May 2025
Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Injae Na Keonwoong Noh Woohwan Jung 72 0 0 27 May 2025
MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning Zikang Guo Benfeng Xu Xiaorui Wang Zhendong Mao 83 0 0 27 May 2025
Hierarchical Retrieval with Evidence Curation for Open-Domain Financial Question Answering on Standardized Documents Jaeyoung Choe Jihoon Kim Woohwan Jung RALM 43 0 0 26 May 2025
Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection Zhihong Pan Kai Zhang Yuze Zhao Yupeng Han LRM 63 0 0 26 May 2025
VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection Zeyi Huang Zeyi Huang Anirudh Sundara Rajan Zefan Cai Wen Xiao Junjie Hu Yong Jae Lee 75 0 0 26 May 2025
Grammars of Formal Uncertainty: When to Trust LLMs in Automated Reasoning Tasks Debargha Ganguly Vikash Singh Sreehari Sankar Biyao Zhang Xuecen Zhang Srinivasan Iyengar Xiaotian Han Amit Sharma Shivkumar Kalyanaraman Vipin Chaudhary 66 0 0 26 May 2025
Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers Zhengliang Shi Lingyong Yan Dawei Yin Suzan Verberne Maarten de Rijke Zhaochun Ren LRM 115 1 0 26 May 2025
Interleaved Reasoning for Large Language Models via Reinforcement Learning Roy Xie David Qiu Deepak Gopinath Dong Lin Yanchao Sun Chong-Jun Wang Saloni Potdar Bhuwan Dhingra KELM LRM 75 0 0 26 May 2025
Weaver: Interweaving SQL and LLM for Table Reasoning Rohit Khoja Devanshu Gupta Yanjie Fu Dan Roth Vivek Gupta LMTD 51 0 0 25 May 2025
LiteCUA: Computer as MCP Server for Computer-Use Agent on AIOS Kai Mei Xi Zhu Hang Gao Shuhang Lin Yongfeng Zhang 219 0 0 24 May 2025
UNJOIN: Enhancing Multi-Table Text-to-SQL Generation via Schema Simplification Poojah Ganesan Rajat Aayush Jha Dan Roth Vivek Gupta 79 0 0 23 May 2025
Training with Pseudo-Code for Instruction Following Praveen Venkateswaran Rudra Murthy Riyaz Ahmad Bhat Danish Contractor ALM LRM 103 0 0 23 May 2025
VLM-R $^3$ : Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought Chaoya Jiang Yongrui Heng Wei Ye Han Yang Haiyang Xu Ming Yan Ji Zhang Fei Huang Shikun Zhang LRM 75 0 0 22 May 2025
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Guanting Dong Yifei Chen Xiaoxi Li Jiajie Jin Hongjin Qian Yutao Zhu Hangyu Mao Guorui Zhou Ji-Rong Wen Ji-Rong Wen LLMAG SyDa LRM 132 0 0 22 May 2025
Logic-of-Thought: Empowering Large Language Models with Logic Programs for Solving Puzzles in Natural Language Naiqi Li Peiyuan Liu Zheng Liu Tao Dai Yong Jiang Shu-Tao Xia ReLM LRM 35 0 0 22 May 2025
DSMentor: Enhancing Data Science Agents with Curriculum Learning and Online Knowledge Accumulation He Wang Alexander Hanbo Li Yiqun Hu Sheng Zhang Hideo Kobayashi Jiani Zhang Henry Zhu Chung-Wei Hang Patrick Ng LLMAG 63 0 0 20 May 2025
Plane Geometry Problem Solving with Multi-modal Reasoning: A Survey Seunghyuk Cho Zhenyue Qin Yang Liu Youngbin Choi Seungbeom Lee Dongwoo Kim LRM 108 0 0 20 May 2025
From Reasoning to Code: GRPO Optimization for Underrepresented Languages Federico Pennino Bianca Raimondi Massimo Rondelli Andrea Gurioli Maurizio Gabbrielli LRM 21 0 0 20 May 2025
AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database Rong Bian Yu Geng Zijian Yang Bing Cheng 126 0 0 19 May 2025