When Do Program-of-Thoughts Work for Reasoning?

When Do Program-of-Thoughts Work for Reasoning?

29 August 2023

Ningyu Zhang

Shumin Deng

Huajun Chen

Papers citing "When Do Program-of-Thoughts Work for Reasoning?"

19 / 19 papers shown

Title
Pensez: Less Data, Better Reasoning -- Rethinking French LLM Huy Hoang Ha ReLM LRM 68 1 0 17 Mar 2025
Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs Dayu Yang Tianyang Liu Daoan Zhang Antoine Simoulin Xiaoyi Liu ... Zhaopu Teng Xin Qian Grey Yang Jiebo Luo Julian McAuley ReLM OffRL LRM 89 3 0 26 Feb 2025
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback Bofei Gao Zefan Cai Runxin Xu Peiyi Wang Ce Zheng ... Chang Zhou Wen Xiao Junjie Hu Tianyu Liu Baobao Chang LRM 48 17 0 20 Jun 2024
A Theory for Length Generalization in Learning to Reason Changnan Xiao Bing Liu LRM 47 8 0 31 Mar 2024
Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation Xinyi Wang Alfonso Amayuelas Kexun Zhang Liangming Pan Wenhu Chen Luu Anh Tuan LRM 40 12 0 05 Feb 2024
EasyInstruct: An Easy-to-use Instruction Processing Framework for Large Language Models Yixin Ou Ningyu Zhang Honghao Gui Ziwen Xu Shuofei Qiao ... Kangwei Liu Lei Li Zhen Bi Guozhou Zheng Huajun Chen SyDa 42 0 0 05 Feb 2024
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations Peiyi Wang Lei Li Zhihong Shao R. X. Xu Damai Dai Yifei Li Deli Chen Y.Wu Zhifang Sui AIMat LRM ALM 47 271 0 14 Dec 2023
Large Knowledge Model: Perspectives and Challenges Huajun Chen KELM 56 9 0 05 Dec 2023
Applying Large Language Models and Chain-of-Thought for Automatic Scoring Gyeong-Geon Lee Ehsan Latif Xuansheng Wu Ninghao Liu Xiaoming Zhai 42 89 0 30 Nov 2023
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 40 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 42 53 0 20 Nov 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 48 2 0 15 Nov 2023
$R^3$ -NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQL Yuhang Zhou Yu He Siyu Tian Yuchen Ni Zhangyue Yin ... Chuanjun Ji Sen Liu Xipeng Qiu Guangnan Ye Hongfeng Chai 27 5 0 03 Nov 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 48 77 0 13 Sep 2023
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling Lin F. Yang Hongyang Chen Zhao Li Xiao Ding Xindong Wu KELM 29 87 0 20 Jun 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 38 19 0 23 May 2023
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 122 198 0 06 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 2022
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 282 170 0 24 Oct 2020