OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering

8 July 2022

Graham Neubig

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Papers citing "OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering"

23 / 23 papers shown

Title
Topic Transferable Table Question Answering Saneem A. Chemmengath Vishwajeet Kumar Samarth Bharadwaj Jaydeep Sen Mustafa Canim Soumen Chakrabarti A. Gliozzo Karthik Sankaranarayanan OOD 91 11 0 15 Sep 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 99 268 0 16 Jul 2021
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List Luyu Gao Zhuyun Dai Jamie Callan 67 219 0 15 Apr 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
Few-Shot Question Answering by Pretraining Span Selection Ori Ram Yuval Kirstain Jonathan Berant Amir Globerson Omer Levy 102 98 0 02 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 275 89 0 29 Dec 2020
Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training Peng Shi Patrick Ng Zhiguo Wang Henghui Zhu Alexander Hanbo Li Jun Wang Cicero Nogueira dos Santos Bing Xiang 67 117 0 18 Dec 2020
Structure-Grounded Pretraining for Text-to-SQL Xiang Deng Ahmed Hassan Awadallah Christopher Meek Oleksandr Polozov Huan Sun Matthew Richardson LMTD 109 159 0 24 Oct 2020
On the Potential of Lexico-logical Alignments for Semantic Parsing to SQL Queries Tianze Shi Chen Zhao Jordan L. Boyd-Graber Hal Daumé Lillian Lee 70 80 0 21 Oct 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 89 147 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
Pre-training via Paraphrasing M. Lewis Marjan Ghazvininejad Gargi Ghosh Armen Aghajanyan Sida I. Wang Luke Zettlemoyer AIMat 92 161 0 26 Jun 2020
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data Pengcheng Yin Graham Neubig Wen-tau Yih Sebastian Riedel RALM LMTD 101 608 0 17 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
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 212 3,799 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 120 657 0 05 Apr 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 147 2,121 0 10 Feb 2020
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 266 10,880 0 29 Oct 2019
Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs Bailin Wang Ivan Titov Mirella Lapata 80 50 0 09 Sep 2019
Memory Augmented Policy Optimization for Program Synthesis and Semantic Parsing Chen Liang Mohammad Norouzi Jonathan Berant Quoc V. Le Ni Lao 92 134 0 06 Jul 2018
Hierarchical Neural Story Generation Angela Fan M. Lewis Yann N. Dauphin DiffM 183 1,631 0 13 May 2018
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning Victor Zhong Caiming Xiong R. Socher RALM 141 1,206 0 31 Aug 2017
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 140 793 0 03 Aug 2015