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
TCBERT: A Technical Report for Chinese Topic Classification BERT Ting Han Kunhao Pan Xinyu Chen Dingjie Song Yuchen Fan Xinyu Gao Ruyi Gan Jiaxing Zhang VLM 22 1 0 21 Nov 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems Jialiang Xu Mengyu Zhou Xinyi He Shi Han Dongmei Zhang AAML ELM AIMat 20 6 0 14 Nov 2022
DocuT5: Seq2seq SQL Generation with Table Documentation E. Soare Iain Mackie Jeffrey Stephen Dalton LMTD 42 2 0 11 Nov 2022
ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select Yuchen Zhuang Yinghao Li Jerry Junyang Cheung Yue Yu Yingjun Mou Xinyu Chen Le Song Chao Zhang 26 19 0 26 Oct 2022
XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic Parsing Peng Shi Rui Zhang Richard He Bai Jimmy J. Lin RALM 41 42 0 25 Oct 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning D. K. Santhosh Kumar Vivek Gupta Soumya Sharma Shuo Zhang LMTD 21 3 0 23 Oct 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 68 6 0 21 Oct 2022
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 55 213 0 19 Oct 2022
Table-To-Text generation and pre-training with TabT5 Ewa Andrejczuk Julian Martin Eisenschlos Francesco Piccinno Syrine Krichene Yasemin Altun LMTD 34 31 0 17 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 22 138 0 13 Oct 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 27 223 0 12 Oct 2022
Enriching Biomedical Knowledge for Low-resource Language Through Large-Scale Translation Long Phan Tai Dang H. Tran Trieu H. Trinh Vy Phan Lam D. Chau Minh-Thang Luong 15 8 0 11 Oct 2022
xDBTagger: Explainable Natural Language Interface to Databases Using Keyword Mappings and Schema Graph Arif Usta Akifhan Karakayali Özgür Ulusoy 32 3 0 07 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 131 198 0 06 Oct 2022
On Grounded Planning for Embodied Tasks with Language Models Bill Yuchen Lin Chengsong Huang Qian Liu Wenda Gu Sam Sommerer Xiang Ren LM&Ro 34 39 0 29 Aug 2022
CORNET: Learning Table Formatting Rules By Example Mukul Singh J. Cambronero Sumit Gulwani Vu Le Carina Negreanu Mohammad Raza Gust Verbruggen LMTD 59 8 0 11 Aug 2022
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 47 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 43 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 21 37 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 29 65 0 04 Jul 2022
Transfer Learning with Deep Tabular Models Roman Levin Valeriia Cherepanova Avi Schwarzschild Arpit Bansal C. Bayan Bruss Tom Goldstein A. Wilson Micah Goldblum OOD FedML LMTD 75 58 0 30 Jun 2022
Table Retrieval May Not Necessitate Table-specific Model Design Zhiruo Wang Zhengbao Jiang Eric Nyberg Graham Neubig LMTD 29 16 0 19 May 2022
TransTab: Learning Transferable Tabular Transformers Across Tables Zifeng Wang Jimeng Sun LMTD 36 137 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 29 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 27 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 28 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 23 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 27 113 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 30 297 0 16 Jan 2022
Speech-to-SQL: Towards Speech-driven SQL Query Generation From Natural Language Question Yuanfeng Song Raymond Chi-Wing Wong Xuefang Zhao Di Jiang 39 13 0 04 Jan 2022
Unsupervised Matching of Data and Text N. Ahmadi H. Sand Paolo Papotti 32 19 0 16 Dec 2021
Linking-Enhanced Pre-Training for Table Semantic Parsing Bowen Qin Lihan Wang Binyuan Hui Ruiying Geng Zhen Cao Min Yang Jian Sun Yongbin Li 35 1 0 18 Nov 2021
Benchmarking Multimodal AutoML for Tabular Data with Text Fields Xingjian Shi Jonas W. Mueller Nick Erickson Mu Li Alexander J. Smola LMTD 40 29 0 04 Nov 2021
Hydra: A System for Large Multi-Model Deep Learning Kabir Nagrecha Arun Kumar MoE AI4CE 38 5 0 16 Oct 2021
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning Talip Uçar Ehsan Hajiramezanali Lindsay Edwards LMTD SSL 39 124 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 47 648 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 29 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 43 19 0 14 Sep 2021
SPARQLing Database Queries from Intermediate Question Decompositions Irina Saparina A. Osokin 21 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 23 10 0 12 Sep 2021
MATE: Multi-view Attention for Table Transformer Efficiency Julian Martin Eisenschlos Maharshi Gor Thomas Müller William W. Cohen LMTD 75 95 0 09 Sep 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization I. Oren Jonathan Herzig Jonathan Berant 35 31 0 06 Sep 2021
Contrastive Mixup: Self- and Semi-Supervised learning for Tabular Domain Sajad Darabi Shayan Fazeli Ali Pazoki S. Sankararaman Majid Sarrafzadeh SSL 26 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 21 84 0 15 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 58 3,838 0 28 Jul 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 39 259 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 19 26 0 24 Jun 2021
TGRNet: A Table Graph Reconstruction Network for Table Structure Recognition Wenyuan Xue Baosheng Yu Wen Wang Dacheng Tao Qingyong Li LMTD 22 41 0 20 Jun 2021