Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance Learning

8 May 2022

Fei Wang

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Papers citing "Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance Learning"

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Title
MATE: Multi-view Attention for Table Transformer Efficiency Julian Martin Eisenschlos Maharshi Gor Thomas Müller William W. Cohen LMTD 98 96 0 09 Sep 2021
Table-based Fact Verification with Salience-aware Learning Fei Wang Kexuan Sun Jay Pujara Pedro A. Szekely Muhao Chen LMTD 48 21 0 09 Sep 2021
Plan-then-Generate: Controlled Data-to-Text Generation via Planning Yixuan Su David Vandyke Sihui Wang Yimai Fang Nigel Collier 109 81 0 31 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 91 99 0 15 Aug 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 70 175 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 44 44 0 04 May 2021
DART: Open-Domain Structured Data Record to Text Generation Linyong Nan Dragomir R. Radev Rui Zhang Amrit Rau Abhinand Sivaprasad ... Y. Tan Xi Lin Caiming Xiong R. Socher Nazneen Rajani 54 202 0 06 Jul 2020
Text-to-Text Pre-Training for Data-to-Text Tasks Mihir Kale Abhinav Rastogi AI4CE 50 202 0 21 May 2020
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data Pengcheng Yin Graham Neubig Wen-tau Yih Sebastian Riedel RALM LMTD 94 602 0 17 May 2020
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 55 111 0 13 May 2020
On the Generalization Effects of Linear Transformations in Data Augmentation Sen Wu Hongyang R. Zhang Gregory Valiant Christopher Ré 62 77 0 02 May 2020
ToTTo: A Controlled Table-To-Text Generation Dataset Ankur P. Parikh Xuezhi Wang Sebastian Gehrmann Manaal Faruqui Bhuwan Dhingra Diyi Yang Dipanjan Das LMTD 95 367 0 29 Apr 2020
Logical Natural Language Generation from Open-Domain Tables Wenhu Chen Jianshu Chen Yunde Su Zhiyu Zoey Chen William Yang Wang LMTD 67 159 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 66 305 0 15 Apr 2020
BLEURT: Learning Robust Metrics for Text Generation Thibault Sellam Dipanjan Das Ankur P. Parikh 101 1,498 0 09 Apr 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 102 653 0 05 Apr 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,449 0 03 Dec 2019
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 249 10,829 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 442 20,181 0 23 Oct 2019
Scale-Equivariant Steerable Networks Li Xiao Michal Szmaja A. Smeulders 122 149 0 14 Oct 2019
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 106 509 0 05 Sep 2019
Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation Shuming Ma Pengcheng Yang Tianyu Liu Peng Li Jie Zhou Xu Sun SyDa 49 48 0 08 Aug 2019
Leveraging Pre-trained Checkpoints for Sequence Generation Tasks S. Rothe Shashi Narayan Aliaksei Severyn SILM 120 436 0 29 Jul 2019
Handling Divergent Reference Texts when Evaluating Table-to-Text Generation Bhuwan Dhingra Manaal Faruqui Ankur P. Parikh Ming-Wei Chang Dipanjan Das William W. Cohen 93 196 0 03 Jun 2019
Text Generation from Knowledge Graphs with Graph Transformers Rik Koncel-Kedziorski Dhanush Bekal Yi Luan Mirella Lapata Hannaneh Hajishirzi 67 327 0 04 Apr 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 94,891 0 11 Oct 2018
End-to-End Content and Plan Selection for Data-to-Text Generation Sebastian Gehrmann Falcon Z. Dai H. Elder Alexander M. Rush 57 71 0 10 Oct 2018
Table-to-Text: Describing Table Region with Natural Language Junwei Bao Duyu Tang Nan Duan Zhao Yan Yuanhua Lv M. Zhou Tiejun Zhao LMTD 51 100 0 29 May 2018
A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table Summarization Parag Jain Anirban Laha Karthik Sankaranarayanan Preksha Nema Mitesh M. Khapra Shreyas Shetty LMTD 91 28 0 20 Apr 2018
Generating Descriptions from Structured Data Using a Bifocal Attention Mechanism and Gated Orthogonalization Preksha Nema Shreyas Shetty Parag Jain Anirban Laha Karthik Sankaranarayanan Mitesh M. Khapra 103 40 0 20 Apr 2018
Bootstrapping Generators from Noisy Data Laura Perez-Beltrachini Mirella Lapata 49 40 0 17 Apr 2018
Table-to-text Generation by Structure-aware Seq2seq Learning Tianyu Liu Kexiang Wang Lei Sha Baobao Chang Zhifang Sui LMTD 72 267 0 27 Nov 2017
Learning SO(3) Equivariant Representations with Spherical CNNs Carlos Esteves Christine Allen-Blanchette A. Makadia Kostas Daniilidis 107 515 0 17 Nov 2017
Challenges in Data-to-Document Generation Sam Wiseman Stuart M. Shieber Alexander M. Rush 175 589 0 25 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 707 131,652 0 12 Jun 2017
Get To The Point: Summarization with Pointer-Generator Networks A. See Peter J. Liu Christopher D. Manning 3DPC 298 4,019 0 14 Apr 2017
Equivariance Through Parameter-Sharing Siamak Ravanbakhsh J. Schneider Barnabás Póczós 86 258 0 27 Feb 2017
Harmonic Networks: Deep Translation and Rotation Equivariance Daniel E. Worrall Stephan J. Garbin Daniyar Turmukhambetov Gabriel J. Brostow 126 710 0 14 Dec 2016
Group Equivariant Convolutional Networks Taco S. Cohen Max Welling BDL 169 1,941 0 24 Feb 2016
Understanding image representations by measuring their equivariance and equivalence Karel Lenc Andrea Vedaldi SSL FAtt 112 533 0 21 Nov 2014