A Survey of Table Reasoning with Large Language Models

13 February 2024

Papers citing "A Survey of Table Reasoning with Large Language Models"

28 / 28 papers shown

Title
Group-in-Group Policy Optimization for LLM Agent Training Lang Feng Zhenghai Xue Tingcong Liu Bo An OffRL 185 0 0 16 May 2025
SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL Shuai Lyu Haoran Luo Zhonghong Ou Zhonghong Ou Jiangfeng Sun Yang Qin Xiaoran Shang Meina Song Yifan Zhu AI4TS LRM 105 5 0 17 Feb 2025
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng Lin Wenbin Jiang Weiping Wang LMTD VLM 106 19 0 12 Jun 2024
OpenTab: Advancing Large Language Models as Open-domain Table Reasoners Kezhi Kong Jiani Zhang Zhengyuan Shen Balasubramaniam Srinivasan Chuan Lei Christos Faloutsos Huzefa Rangwala George Karypis LMTD ReLM RALM LRM 87 17 0 22 Feb 2024
On Evaluating the Integration of Reasoning and Action in LLM Agents with Database Question Answering Linyong Nan Ellen Zhang Weijin Zou Yilun Zhao Wenfei Zhou Arman Cohan LLMAG 71 14 0 16 Nov 2023
TableQAKit: A Comprehensive and Practical Toolkit for Table-based Question Answering Fangyu Lei Tongxu Luo Pengqi Yang Weihao Liu Hanwen Liu ... Yiming Huang Yifan Wei Shizhu He Jun Zhao Kang Liu LMTD RALM 16 4 0 23 Oct 2023
SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA Jonathan Tonglet Manon Reusens Philipp Borchert Bart Baesens 58 6 0 10 Oct 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 100 924 0 14 Sep 2023
QTSumm: Query-Focused Summarization over Tabular Data Yilun Zhao Zhenting Qi Linyong Nan Boyu Mi Yixin Liu ... Ruizhe Chen Xiangru Tang Yumo Xu Dragomir R. Radev Arman Cohan RALM LMTD 58 1 0 23 May 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 80 84 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 81 289 0 16 May 2023
LEVER: Learning to Verify Language-to-Code Generation with Execution Ansong Ni Srini Iyer Dragomir R. Radev Ves Stoyanov Wen-tau Yih Sida I. Wang Xi Lin 61 223 0 16 Feb 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 94 158 0 31 Jan 2023
Towards Knowledge-Intensive Text-to-SQL Semantic Parsing with Formulaic Knowledge Longxu Dou Yan Gao Xuqi Liu Mingyang Pan Dingzirui Wang Wanxiang Che Dechen Zhan Min-Yen Kan Jian-Guang Lou 57 15 0 03 Jan 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 184 211 0 06 Oct 2022
A Survey on Table Question Answering: Recent Advances Nengzheng Jin Joanna Siebert Dongfang Li Qingcai Chen LMTD 76 47 0 12 Jul 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 90 301 0 16 Jan 2022
A Survey on Automated Fact-Checking Zhijiang Guo Michael Schlichtkrull Andreas Vlachos 83 490 0 26 Aug 2021
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation Zhoujun Cheng Haoyu Dong Zhiruo Wang Ran Jia Jiaqi Guo Yan Gao Shi Han Jian-Guang Lou Dongmei Zhang LMTD 80 97 0 15 Aug 2021
Towards Robustness of Text-to-SQL Models against Synonym Substitution Yujian Gan Xinyun Chen Qiuping Huang Matthew Purver J. Woodward Jinxia Xie Pengsheng Huang AAML 48 112 0 02 Jun 2021
FeTaQA: Free-form Table Question Answering Linyong Nan Chia-Hsuan Hsieh Ziming Mao Xi Lin Neha Verma ... Isabel Trindade Renusree Bandaru Jacob Cunningham Caiming Xiong Dragomir R. Radev LMTD 111 158 0 01 Apr 2021
On the Potential of Lexico-logical Alignments for Semantic Parsing to SQL Queries Tianze Shi Chen Zhao Jordan L. Boyd-Graber Hal Daumé Lillian Lee 58 79 0 21 Oct 2020
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 48 109 0 13 May 2020
ToTTo: A Controlled Table-To-Text Generation Dataset Ankur P. Parikh Xuezhi Wang Sebastian Gehrmann Manaal Faruqui Bhuwan Dhingra Diyi Yang Dipanjan Das LMTD 85 364 0 29 Apr 2020
Logical Natural Language Generation from Open-Domain Tables Wenhu Chen Jianshu Chen Yunde Su Zhiyu Zoey Chen William Yang Wang LMTD 62 158 0 22 Apr 2020
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 94 505 0 05 Sep 2019
Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation Jiaqi Guo Zecheng Zhan Yan Gao Yan Xiao Jian-Guang Lou Ting Liu Dongmei Zhang 56 383 0 20 May 2019
Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task Tao Yu Rui Zhang Kai-Chou Yang Michihiro Yasunaga Dongxu Wang ... Irene Li Qingning Yao Shanelle Roman Zilin Zhang Dragomir R. Radev RALM 92 1,231 0 24 Sep 2018