Enhancing Open-Domain Table Question Answering via Syntax- and Structure-aware Dense Retrieval

19 September 2023

Papers citing "Enhancing Open-Domain Table Question Answering via Syntax- and Structure-aware Dense Retrieval"

26 / 26 papers shown

Title
Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table Sunjun Kweon Yeonsu Kwon Seonhee Cho Yohan Jo E. Choi LMTD RALM 67 23 0 12 May 2023
Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQA Junjie Huang Wanjun Zhong Qianchu Liu Ming Gong Daxin Jiang Nan Duan VLM RALM LMTD 175 14 0 11 Oct 2022
Reasoning over Hybrid Chain for Table-and-Text Open Domain QA Wanjun Zhong Junjie Huang Qianchu Liu Ming Zhou Jiahai Wang Jian Yin Nan Duan LMTD ReLM LRM 69 12 0 15 Jan 2022
MATE: Multi-view Attention for Table Transformer Efficiency Julian Martin Eisenschlos Maharshi Gor Thomas Müller William W. Cohen LMTD 106 96 0 09 Sep 2021
Multi-modal Retrieval of Tables and Texts Using Tri-encoder Models Bogdan Kostić Julian Risch Timo Moller RALM 175 23 0 09 Aug 2021
TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance Fengbin Zhu Wenqiang Lei Youcheng Huang Chao Wang Shuo Zhang Jiancheng Lv Fuli Feng Tat-Seng Chua AIMat 126 304 0 17 May 2021
Improving Document Representations by Generating Pseudo Query Embeddings for Dense Retrieval Hongyin Tang Xingwu Sun Beihong Jin Jingang Wang Fuzheng Zhang Wei Wu RALM 152 39 0 08 May 2021
Retrieving Complex Tables with Multi-Granular Graph Representation Learning Fei Wang Kexuan Sun Muhao Chen Jay Pujara Pedro A. Szekely LMTD 57 45 0 04 May 2021
GooAQ: Open Question Answering with Diverse Answer Types Daniel Khashabi Amos Ng Tushar Khot Ashish Sabharwal Hannaneh Hajishirzi Chris Callison-Burch 82 54 0 18 Apr 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 143 167 0 01 Apr 2021
Open Domain Question Answering over Tables via Dense Retrieval Jonathan Herzig Thomas Müller Syrine Krichene Julian Martin Eisenschlos LMTD VLM RALM 95 105 0 22 Mar 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 275 89 0 29 Dec 2020
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger Wenjie Wang William W. Cohen LMTD RALM 99 202 0 20 Oct 2020
Hybrid Ranking Network for Text-to-SQL Qin Lyu K. Chakrabarti Shobhit Hathi Souvik Kundu Jianwen Zhang Zheng Chen AIMat 63 85 0 11 Aug 2020
Table Search Using a Deep Contextualized Language Model Zhiyu Zoey Chen M. Trabelsi J. Heflin Yinan Xu Brian D. Davison LMTD 84 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 103 608 0 17 May 2020
Sparse, Dense, and Attentional Representations for Text Retrieval Y. Luan Jacob Eisenstein Kristina Toutanova M. Collins 77 409 0 01 May 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 138 1,380 0 27 Apr 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 120 657 0 05 Apr 2020
RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers Bailin Wang Richard Shin Xiaodong Liu Oleksandr Polozov Matthew Richardson 109 595 0 10 Nov 2019
Learning Dense Representations for Entity Retrieval D. Gillick Sayali Kulkarni L. Lansing Alessandro Presta Jason Baldridge Eugene Ie Diego Garcia-Olano RALM 92 208 0 23 Sep 2019
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring Samuel Humeau Kurt Shuster Marie-Anne Lachaux Jason Weston 164 287 0 22 Apr 2019
End-to-End Retrieval in Continuous Space D. Gillick Alessandro Presta Gaurav Singh Tomar 121 104 0 19 Nov 2018
TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation Pengcheng Yin Graham Neubig MU 79 233 0 05 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 135 1,245 0 24 Sep 2018
Content-Based Table Retrieval for Web Queries Zhao Yan Duyu Tang Nan Duan Junwei Bao Yuanhua Lv Ming Zhou Zhoujun Li LMTD 59 21 0 08 Jun 2017