Table Retrieval May Not Necessitate Table-specific Model Design

19 May 2022

Graham Neubig

Papers citing "Table Retrieval May Not Necessitate Table-specific Model Design"

32 / 32 papers shown

Title
Multi-Field Adaptive Retrieval Millicent Li Tongfei Chen Benjamin Van Durme Patrick Xia 425 1 0 26 Oct 2024
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval Peter Baile Chen Yi Zhang Dan Roth LMTD 114 15 0 15 Apr 2024
TableFormer: Robust Transformer Modeling for Table-Text Encoding Jingfeng Yang Aditya Gupta Shyam Upadhyay Luheng He Rahul Goel Shachi Paul LMTD 72 117 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 108 304 0 16 Jan 2022
Open Domain Question Answering with A Unified Knowledge Interface Kaixin Ma Hao Cheng Xiaodong Liu Eric Nyberg Jianfeng Gao RALM 184 40 0 16 Oct 2021
MATE: Multi-view Attention for Table Transformer Efficiency Julian Martin Eisenschlos Maharshi Gor Thomas Müller William W. Cohen LMTD 101 96 0 09 Sep 2021
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension Anna Rogers Matt Gardner Isabelle Augenstein 124 167 0 27 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 93 268 0 16 Jul 2021
DoT: An efficient Double Transformer for NLP tasks with tables Syrine Krichene Thomas Müller Julian Martin Eisenschlos 46 14 0 01 Jun 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 73 177 0 06 May 2021
Retrieving Complex Tables with Multi-Granular Graph Representation Learning Fei Wang Kexuan Sun Muhao Chen Jay Pujara Pedro A. Szekely LMTD 49 45 0 04 May 2021
Open Domain Question Answering over Tables via Dense Retrieval Jonathan Herzig Thomas Müller Syrine Krichene Julian Martin Eisenschlos LMTD VLM RALM 93 105 0 22 Mar 2021
Representations for Question Answering from Documents with Tables and Text Vicky Zayats Kristina Toutanova Mari Ostendorf LMTD 83 37 0 26 Jan 2021
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering Barlas Oğuz Xilun Chen Vladimir Karpukhin Stanislav Peshterliev Dmytro Okhonko Michael Schlichtkrull Sonal Gupta Yashar Mehdad Scott Yih 252 89 0 29 Dec 2020
TUTA: Tree-based Transformers for Generally Structured Table Pre-training Zhiruo Wang Haoyu Dong Ran Jia Jia Li Zhiyi Fu Shi Han Dongmei Zhang LMTD 68 147 0 21 Oct 2020
GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing Tao Yu Chien-Sheng Wu Xi Lin Bailin Wang Y. Tan Xinyi Yang Dragomir R. Radev R. Socher Caiming Xiong LMTD 99 255 0 29 Sep 2020
Table Search Using a Deep Contextualized Language Model Zhiyu Zoey Chen M. Trabelsi J. Heflin Yinan Xu Brian D. Davison LMTD 80 57 0 19 May 2020
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data Pengcheng Yin Graham Neubig Wen-tau Yih Sebastian Riedel RALM LMTD 99 606 0 17 May 2020
AmbigQA: Answering Ambiguous Open-domain Questions Sewon Min Julian Michael Hannaneh Hajishirzi Luke Zettlemoyer 110 319 0 22 Apr 2020
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data Wenhu Chen Hanwen Zha Zhiyu Zoey Chen Wenhan Xiong Hong Wang Wenjie Wang 75 309 0 15 Apr 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 207 3,794 0 10 Apr 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 113 655 0 05 Apr 2020
Break It Down: A Question Understanding Benchmark Tomer Wolfson Mor Geva Ankit Gupta Matt Gardner Yoav Goldberg Daniel Deutch Jonathan Berant 80 188 0 31 Jan 2020
Leveraging Schema Labels to Enhance Dataset Search Zhiyu Zoey Chen Haiyan Jia J. Heflin Brian D. Davison 37 24 0 27 Jan 2020
RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers Bailin Wang Richard Shin Xiaodong Liu Oleksandr Polozov Matthew Richardson 94 594 0 10 Nov 2019
Latent Retrieval for Weakly Supervised Open Domain Question Answering Kenton Lee Ming-Wei Chang Kristina Toutanova RALM 119 1,018 0 01 Jun 2019
Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval Li Deng Shuo Zhang K. Balog LMTD DRL 49 113 0 31 May 2019
Learning Semantic Annotations for Tabular Data Jiaoyan Chen Ernesto Jiménez-Ruiz Ian Horrocks Charles Sutton LMTD 51 56 0 30 May 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
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 116 1,245 0 24 Sep 2018
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning Victor Zhong Caiming Xiong R. Socher RALM 134 1,205 0 31 Aug 2017
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 127 793 0 03 Aug 2015