Large Language Models are few(1)-shot Table Reasoners

13 October 2022

Papers citing "Large Language Models are few(1)-shot Table Reasoners"

40 / 40 papers shown

Title
AILS-NTUA at SemEval-2025 Task 8: Language-to-Code prompting and Error Fixing for Tabular Question Answering Andreas Evangelatos Giorgos Filandrianos Maria Lymperaiou Athanasios Voulodimos Giorgos Stamou LMTD 85 0 0 01 Mar 2025
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 60 10 0 20 Feb 2025
Integrating Expert Knowledge into Logical Programs via LLMs Franciszek Górski Oskar Wysocki Marco Valentino André Freitas 119 0 0 17 Feb 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 217 0 1 31 Jan 2025
AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework Meihao Fan Ju Fan Nan Tang Lei Cao Guoliang Li Xiaoyong Du LMTD 123 0 0 10 Dec 2024
TabVer: Tabular Fact Verification with Natural Logic Rami Aly Andreas Vlachos LMTD 31 0 0 02 Nov 2024
Seek and Solve Reasoning for Table Question Answering Ruya Jiang Chun Wang Weihong Deng LMTD ReLM LRM 38 2 0 09 Sep 2024
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 32 2 0 22 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 52 2 0 29 Jun 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 55 4 0 25 Jun 2024
On the Robustness of Language Models for Tabular Question Answering Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao LMTD 44 3 0 18 Jun 2024
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng-Shen Lin Wenbin Jiang Weiping Wang LMTD VLM 45 14 0 12 Jun 2024
Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach Camilo Chacón Sartori Christian Blum Filippo Bistaffa Guillem Rodríguez Corominas AIFin 61 3 0 28 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 52 47 0 21 May 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 56 7 0 04 Mar 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 66 0 27 Feb 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models Guanming Xiong Junwei Bao Wen Zhao KELM 61 8 0 23 Feb 2024
Large Language Models Can Better Understand Knowledge Graphs Than We Thought Xinbang Dai Yuncheng Hua Tongtong Wu Yang Sheng Qiu Ji Guilin Qi 82 0 0 18 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 25 14 0 17 Feb 2024
Is Bigger and Deeper Always Better? Probing LLaMA Across Scales and Layers Nuo Chen Ning Wu Shining Liang Ming Gong Linjun Shou Dongmei Zhang Jia Li LRM 19 9 0 07 Dec 2023
Chain of Images for Intuitively Reasoning Fanxu Meng Haotong Yang Yiding Wang Muhan Zhang LRM 36 6 0 09 Nov 2023
A Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human-Robot Interaction Nicholas Walker Stefan Ultes Pierre Lison LM&Ro 51 1 0 03 Nov 2023
Tabular Representation, Noisy Operators, and Impacts on Table Structure Understanding Tasks in LLMs Ananya Singha J. Cambronero Sumit Gulwani Vu Le Chris Parnin LMTD 22 32 0 16 Oct 2023
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study Yuan Sui Mengyu Zhou Mingjie Zhou Shi Han Dongmei Zhang LMTD 21 71 0 22 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 44 261 0 16 May 2023
From Zero to Hero: Examining the Power of Symbolic Tasks in Instruction Tuning Qian Liu Fan Zhou Zhengbao Jiang Longxu Dou Min-Bin Lin 18 17 0 17 Apr 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 21 7 0 21 Mar 2023
Generate, Transform, Answer: Question Specific Tool Synthesis for Tabular Data Carlos Gemmell Jeffrey Stephen Dalton LMTD 30 13 0 17 Mar 2023
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning Yunhu Ye Binyuan Hui Min Yang Binhua Li Fei Huang Yongbin Li LMTD ReLM LRM 44 143 0 31 Jan 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 27 583 0 20 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 71 311 0 19 Dec 2022
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 66 735 0 22 Nov 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 83 997 0 17 Oct 2022
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 119 198 0 06 Oct 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 200 92 0 29 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 325 4,077 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 367 8,495 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 213 1,657 0 15 Oct 2021