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"

40 / 90 papers shown

Title
ASTA: Learning Analytical Semantics over Tables for Intelligent Data Analysis and Visualization Lingbo Li Tianle Li Xinyi He Mengyu Zhou Shi Han Dongmei Zhang LMTD 39 0 0 01 Aug 2022
Towards Complex Document Understanding By Discrete Reasoning Fengbin Zhu Wenqiang Lei Fuli Feng Chao Wang Haozhou Zhang Tat-Seng Chua 31 42 0 25 Jul 2022
OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering Zhengbao Jiang Yi Mao Pengcheng He Graham Neubig Weizhu Chen LMTD 19 36 0 08 Jul 2022
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning Zhuo Chen Yufen Huang Jiaoyan Chen Yuxia Geng Wen Zhang Yin Fang Jeff Z. Pan Huajun Chen VLM 24 64 0 04 Jul 2022
Transfer Learning with Deep Tabular Models Roman Levin Valeriia Cherepanova Avi Schwarzschild Arpit Bansal C. B. Bruss Tom Goldstein A. Wilson Micah Goldblum OOD FedML LMTD 73 58 0 30 Jun 2022
Table Retrieval May Not Necessitate Table-specific Model Design Zhiruo Wang Zhengbao Jiang Eric Nyberg Graham Neubig LMTD 24 16 0 19 May 2022
TransTab: Learning Transferable Tabular Transformers Across Tables Zifeng Wang Jimeng Sun LMTD 23 135 0 19 May 2022
Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance Learning Fei Wang Zhewei Xu Pedro A. Szekely Muhao Chen LMTD 25 47 0 08 May 2022
CLUES: A Benchmark for Learning Classifiers using Natural Language Explanations Rakesh R Menon Sayan Ghosh Shashank Srivastava LRM ELM 18 9 0 14 Apr 2022
Rows from Many Sources: Enriching row completions from Wikidata with a pre-trained Language Model Carina Negreanu Alperen Karaoglu Jack Williams Shuang Chen Daniel Fabian Andrew D. Gordon Chin-Yew Lin RALM AIMat LMTD 17 2 0 14 Apr 2022
Parameter-Efficient Abstractive Question Answering over Tables or Text Vaishali Pal Evangelos Kanoulas Maarten de Rijke LMTD 19 14 0 07 Apr 2022
S $^2$ SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers Binyuan Hui Ruiying Geng Lihan Wang Bowen Qin Bowen Li Jian Sun Yongbin Li 23 55 0 14 Mar 2022
Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots Wenting Zhao Ye Liu Yao Wan Philip S. Yu 21 11 0 01 Mar 2022
TableFormer: Robust Transformer Modeling for Table-Text Encoding Jingfeng Yang Aditya Gupta Shyam Upadhyay Luheng He Rahul Goel Shachi Paul LMTD 25 112 0 01 Mar 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 26 296 0 16 Jan 2022
Unsupervised Matching of Data and Text N. Ahmadi H. Sand Paolo Papotti 29 19 0 16 Dec 2021
Hydra: A System for Large Multi-Model Deep Learning Kabir Nagrecha Arun Kumar MoE AI4CE 30 5 0 16 Oct 2021
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning Talip Uçar Ehsan Hajiramezanali Lindsay Edwards LMTD SSL 28 124 0 08 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 22 643 0 05 Oct 2021
FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining Zhoujun Cheng Haoyu Dong Ran Jia Pengfei Wu Shi Han Fan Cheng Dongmei Zhang AIMat ReLM LMTD LRM 22 27 0 15 Sep 2021
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification Qi Shi Yu Zhang Qingyu Yin Ting Liu 38 19 0 14 Sep 2021
SPARQLing Database Queries from Intermediate Question Decompositions Irina Saparina A. Osokin 19 14 0 13 Sep 2021
Leveraging Table Content for Zero-shot Text-to-SQL with Meta-Learning Yongrui Chen Xinnan Guo Chaojie Wang Jian Qiu Guilin Qi Meng Wang Huiying Li LMTD VLM 6 10 0 12 Sep 2021
Contrastive Mixup: Self- and Semi-Supervised learning for Tabular Domain Sajad Darabi Shayan Fazeli Ali Pazoki S. Sankararaman Majid Sarrafzadeh SSL 23 29 0 27 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 10 84 0 15 Aug 2021
TAPEX: Table Pre-training via Learning a Neural SQL Executor Qian Liu Bei Chen Jiaqi Guo Morteza Ziyadi Zeqi Lin Weizhu Chen Jian-Guang Lou LMTD 8 258 0 16 Jul 2021
AIT-QA: Question Answering Dataset over Complex Tables in the Airline Industry Yannis Katsis Saneem A. Chemmengath Vishwajeet Kumar Samarth Bharadwaj Mustafa Canim ... A. Gliozzo FeiFei Pan Jaydeep Sen Karthik Sankaranarayanan Soumen Chakrabarti LMTD RALM 11 26 0 24 Jun 2021
GitTables: A Large-Scale Corpus of Relational Tables Madelon Hulsebos cCaugatay Demiralp Paul T. Groth LMTD 18 83 0 14 Jun 2021
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question Answering FeiFei Pan Mustafa Canim Michael R. Glass A. Gliozzo Peter Fox VLM LMTD 14 25 0 08 Jun 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 14 170 0 06 May 2021
Capturing Row and Column Semantics in Transformer Based Question Answering over Tables Michael R. Glass Mustafa Canim A. Gliozzo Saneem A. Chemmengath Vishwajeet Kumar Rishav Chakravarti Avirup Sil FeiFei Pan Samarth Bharadwaj Nicolas Rodolfo Fauceglia LMTD 11 54 0 16 Apr 2021
WikiTableT: A Large-Scale Data-to-Text Dataset for Generating Wikipedia Article Sections Mingda Chen Sam Wiseman Kevin Gimpel 17 30 0 29 Dec 2020
A question-answering system for aircraft pilots' documentation Alexandre Arnold Gérard Dupont Félix Furger Catherine Kobus Franccois Lancelot 6 4 0 26 Nov 2020
Structure-Grounded Pretraining for Text-to-SQL Xiang Deng Ahmed Hassan Awadallah Christopher Meek Oleksandr Polozov Huan Sun Matthew Richardson LMTD 8 150 0 24 Oct 2020
SmBoP: Semi-autoregressive Bottom-up Semantic Parsing Ohad Rubin Jonathan Berant 131 150 0 23 Oct 2020
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger W. Wang William W. Cohen LMTD RALM 19 192 0 20 Oct 2020
ColloQL: Robust Cross-Domain Text-to-SQL Over Search Queries Karthik Radhakrishnan A. Srikantan Xi Victoria Lin 14 4 0 19 Oct 2020
GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing Tao Yu Chien-Sheng Wu Xi Victoria Lin Bailin Wang Y. Tan Xinyi Yang Dragomir R. Radev R. Socher Caiming Xiong LMTD 14 247 0 29 Sep 2020
K-BERT: Enabling Language Representation with Knowledge Graph Weijie Liu Peng Zhou Zhe Zhao Zhiruo Wang Qi Ju Haotang Deng Ping Wang 229 778 0 17 Sep 2019
Knowledge Enhanced Contextual Word Representations Matthew E. Peters Mark Neumann IV RobertL.Logan Roy Schwartz Vidur Joshi Sameer Singh Noah A. Smith 226 656 0 09 Sep 2019