TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data

17 May 2020

Graham Neubig

Papers citing "TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data"

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Title
GTR: Graph-Table-RAG for Cross-Table Question Answering Jiaru Zou Dongqi Fu Sirui Chen Xinrui He Zihao Li Yada Zhu Jiawei Han Jingrui He LMTD 54 0 0 02 Apr 2025
RePanda: Pandas-powered Tabular Verification and Reasoning Atoosa Malemir Chegini Keivan Rezaei Hamid Eghbalzadeh S. Feizi LRM 41 0 0 14 Mar 2025
SQLCritic: Correcting Text-to-SQL Generation via Clause-wise Critic Jikai Chen Leilei Gan Ziyu Zhao Zechuan Wang Dong Wang Chenyi Zhuang 70 1 0 11 Mar 2025
Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting Gyanendra Shrestha Chutain Jiang Sai Akula Vivek Yannam Anna Pyayt Michael Gubanov LMTD 97 0 0 20 Feb 2025
Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning Peiying Yu Guoxin Chen Jingjing Wang LLMAG LMTD LRM 70 2 0 17 Feb 2025
Zero-Shot Decision Tree Construction via Large Language Models Lucas Carrasco Felipe Urrutia Andrés Abeliuk 63 0 0 28 Jan 2025
Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL Yeounoh Chung Gaurav Tarlok Kakkar Yu Gan Brenton Milne Fatma Ozcan RALM 65 5 0 21 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 19 0 17 Jan 2025
Code and Pixels: Multi-Modal Contrastive Pre-training for Enhanced Tabular Data Analysis Kankana Roy Lars Krämer Sebastian Domaschke Malik Haris Roland Aydin Fabian Isensee Martin Held 48 0 0 13 Jan 2025
TabVer: Tabular Fact Verification with Natural Logic Rami Aly Andreas Vlachos LMTD 33 0 0 02 Nov 2024
Accurate and Regret-aware Numerical Problem Solver for Tabular Question Answering Yuxiang Wang Jianzhong Qi Junhao Gan LMTD 53 2 0 10 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 31 0 0 04 Oct 2024
TIMeSynC: Temporal Intent Modelling with Synchronized Context Encodings for Financial Service Applications Dwipam Katariya Juan Manuel Origgi Yage Wang Thomas Caputo AI4TS 54 0 0 01 Oct 2024
Semantic Parsing with Candidate Expressions for Knowledge Base Question Answering Daehwan Nam Gary Geunbae Lee 43 0 0 01 Oct 2024
Enhancing Text-to-SQL Capabilities of Large Language Models via Domain Database Knowledge Injection Xingyu Ma Xin Tian Lingxiang Wu Xuepeng Wang Xueming Tang Jinqiao Wang 49 0 0 24 Sep 2024
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 34 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 57 2 0 29 Jun 2024
HiddenTables & PyQTax: A Cooperative Game and Dataset For TableQA to Ensure Scale and Data Privacy Across a Myriad of Taxonomies William Watson Nicole Cho T. Balch Manuela Veloso LMTD 33 0 0 16 Jun 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 77 53 0 12 Jun 2024
Open-SQL Framework: Enhancing Text-to-SQL on Open-source Large Language Models Xiaojun Chen Tianle Wang Tianhao Qiu Jianbin Qin Min Yang AI4TS 42 4 0 04 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 47 1 0 19 Apr 2024
On Linearizing Structured Data in Encoder-Decoder Language Models: Insights from Text-to-SQL Yutong Shao N. Nakashole 35 1 0 03 Apr 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Xiaokang Zhang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... D. Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 44 22 0 28 Mar 2024
Large Language Models for Blockchain Security: A Systematic Literature Review Zheyuan He Zihao Li Sen Yang Ao Qiao Xiaosong Zhang Xiapu Luo Ting Chen Ting Chen PILM 44 14 0 21 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 56 8 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 50 66 0 27 Feb 2024
SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models Shicheng Liu Jialiang Xu Wesley Tjangnaka Sina J. Semnani Chen Jie Yu Monica S. Lam 39 4 0 16 Nov 2023
TableLlama: Towards Open Large Generalist Models for Tables Tianshu Zhang Xiang Yue Yifei Li Huan Sun LMTD ALM 20 81 0 15 Nov 2023
On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series Rita Kuznetsova Alizée Pace Manuel Burger Hugo Yèche Gunnar Rätsch AI4TS 39 5 0 15 Nov 2023
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications Yanchen Liu Srishti Gautam Jiaqi Ma Himabindu Lakkaraju LMTD 24 12 0 23 Oct 2023
NameGuess: Column Name Expansion for Tabular Data Jiani Zhang Zhengyuan Shen Balasubramaniam Srinivasan Shen Wang Huzefa Rangwala George Karypis 13 4 0 19 Oct 2023
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning Alexander Hanbo Li Mingyue Shang Evangelia Spiliopoulou Jie Ma Patrick Ng ... William Yang Wang Kathleen McKeown Vittorio Castelli Dan Roth Bing Xiang 40 2 0 10 Aug 2023
UniTabE: A Universal Pretraining Protocol for Tabular Foundation Model in Data Science Yazheng Yang Yuqi Wang Guangyi Liu Ledell Yu Wu Qi Liu LMTD 32 16 0 18 Jul 2023
A Practical Entity Linking System for Tables in Scientific Literature Varish Mulwad Timothy W. Finin Vijay S. Kumar J. Williams Sharad Dixit A. Joshi 21 4 0 12 Jun 2023
TACR: A Table-alignment-based Cell-selection and Reasoning Model for Hybrid Question-Answering Jian Wu Yicheng Xu Yan Gao Jian-Guang Lou Börje F. Karlsson Manabu Okumura LMTD 18 3 0 24 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 24 72 0 22 May 2023
MediTab: Scaling Medical Tabular Data Predictors via Data Consolidation, Enrichment, and Refinement Zifeng Wang Chufan Gao Cao Xiao Jimeng Sun LMTD 30 12 0 20 May 2023
Towards Multi-Modal DBMSs for Seamless Querying of Texts and Tables Matthias Urban Carsten Binnig 34 5 0 26 Apr 2023
From Zero to Hero: Examining the Power of Symbolic Tasks in Instruction Tuning Qian Liu Fan Zhou Zhengbao Jiang Longxu Dou Min Lin 18 17 0 17 Apr 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 23 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
Embeddings for Tabular Data: A Survey Rajat Singh Srikanta J. Bedathur LMTD 37 2 0 23 Feb 2023
Bridge the Gap between Language models and Tabular Understanding Nuo Chen Linjun Shou Ming Gong Jian Pei Chenyu You Jianhui Chang Daxin Jiang Jia Li LMTD 29 6 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 44 143 0 31 Jan 2023
Towards Table-to-Text Generation with Pretrained Language Model: A Table Structure Understanding and Text Deliberating Approach Miao Chen Xinjiang Lu Tong Xu Yanyan Li Jingbo Zhou Dejing Dou Hui Xiong LMTD 26 10 0 05 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 34 13 0 03 Jan 2023
DePlot: One-shot visual language reasoning by plot-to-table translation Fangyu Liu Julian Martin Eisenschlos Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Wenhu Chen Nigel Collier Yasemin Altun VLM ReLM LRM 27 89 0 20 Dec 2022
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations Jifan Chen Yuhao Zhang Lan Liu Rui Dong Xinchi Chen Patrick Ng William Yang Wang Zhiheng Huang AI4CE 32 4 0 17 Dec 2022
DeepJoin: Joinable Table Discovery with Pre-trained Language Models Yuyang Dong Chuan Xiao Takuma Nozawa Masafumi Enomoto Masafumi Oyamada 27 18 0 15 Dec 2022
Progressive Feature Upgrade in Semi-supervised Learning on Tabular Domain Morteza Mohammady Gharasuie Fenjiao Wang 41 0 0 01 Dec 2022