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

13 October 2022

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

38 / 38 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 83 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 47 10 0 20 Feb 2025
Integrating Expert Knowledge into Logical Programs via LLMs Franciszek Górski Oskar Wysocki Marco Valentino André Freitas 92 0 0 17 Feb 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 190 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 115 0 0 10 Dec 2024
TabVer: Tabular Fact Verification with Natural Logic Rami Aly Andreas Vlachos LMTD 26 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 24 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 50 2 0 29 Jun 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 45 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
Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach Camilo Chacón Sartori Christian Blum Filippo Bistaffa Guillem Rodríguez Corominas AIFin 51 3 0 28 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Yinghui Li Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 40 47 0 21 May 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 48 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 65 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 49 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 78 0 0 18 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 18 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 28 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 43 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 15 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 16 68 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 39 258 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 11 17 0 17 Apr 2023
Generate, Transform, Answer: Question Specific Tool Synthesis for Tabular Data Carlos Gemmell Jeffrey Stephen Dalton LMTD 16 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 25 143 0 31 Jan 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 22 580 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 56 310 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 56 732 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 69 993 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 109 197 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 189 92 0 29 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 298 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 297 3,236 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 308 11,909 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 323 8,448 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 211 1,656 0 15 Oct 2021