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SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers

14 September 2022

Fei Huang

Min Yang

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Papers citing "SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers"

47 / 47 papers shown

Title
Structural Bias for Aspect Sentiment Triplet Extraction Chen Zhang Lei Ren Fang Ma Jingang Wang Wei Wu Dawei Song 98 11 0 02 Sep 2022
A Survey on Text-to-SQL Parsing: Concepts, Methods, and Future Directions Bowen Qin Binyuan Hui Lihan Wang Min Yang Jinyang Li ... Rongyu Cao Jian Sun Luo Si Fei Huang Yongbin Li LMTD 92 58 0 29 Aug 2022
Proton: Probing Schema Linking Information from Pre-trained Language Models for Text-to-SQL Parsing Lihan Wang Bowen Qin Binyuan Hui Bowen Li Min Yang Bailin Wang Binhua Li Fei Huang Luo Si Yongbin Li 123 43 0 28 Jun 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 61 56 0 14 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
Awakening Latent Grounding from Pretrained Language Models for Semantic Parsing Qian Liu Dejian Yang Jiahui Zhang Jiaqi Guo Bin Zhou Jian-Guang Lou 106 42 0 22 Sep 2021
Exploring Underexplored Limitations of Cross-Domain Text-to-SQL Generalization Yujian Gan Xinyun Chen Matthew Purver 103 86 0 11 Sep 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 219 392 0 10 Sep 2021
Relation Aware Semi-autoregressive Semantic Parsing for NL2SQL Junyang Huang Yongbo Wang Yongliang Wang Yang Dong Yanghua Xiao NAI 56 15 0 02 Aug 2021
Uncertainty-Aware Reliable Text Classification Yibo Hu Latifur Khan EDL UQCV 68 33 0 15 Jul 2021
LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations Ruisheng Cao Lu Chen Zhi Chen Yanbin Zhao Su Zhu Kai Yu 60 166 0 02 Jun 2021
Towards Robustness of Text-to-SQL Models against Synonym Substitution Yujian Gan Xinyun Chen Qiuping Huang Matthew Purver J. Woodward Jinxia Xie Pengsheng Huang AAML 82 113 0 02 Jun 2021
ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer Yuanmeng Yan Rumei Li Sirui Wang Fuzheng Zhang Wei Wu Weiran Xu SSL 127 559 0 25 May 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 280 3,432 0 18 Apr 2021
ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser Zhi Chen Lu Chen Yanbin Zhao Ruisheng Cao Zihan Xu Su Zhu Kai Yu 127 55 0 10 Apr 2021
Improving Text-to-SQL with Schema Dependency Learning Binyuan Hui Xiang Shi Ruiying Geng Binhua Li Yongbin Li Jian Sun Xiao-Dan Zhu 88 40 0 07 Mar 2021
Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing Xi Lin R. Socher Caiming Xiong LMTD 96 210 0 23 Dec 2020
Structure-Grounded Pretraining for Text-to-SQL Xiang Deng Ahmed Hassan Awadallah Christopher Meek Oleksandr Polozov Huan Sun Matthew Richardson LMTD 105 159 0 24 Oct 2020
SmBoP: Semi-autoregressive Bottom-up Semantic Parsing Ohad Rubin Jonathan Berant 197 150 0 23 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 68 80 0 21 Oct 2020
Uncertainty-Aware Semantic Augmentation for Neural Machine Translation Xiangpeng Wei Heng Yu Yue Hu Rongxiang Weng Luxi Xing Weihua Luo UQLM BDL 52 22 0 09 Oct 2020
Grounded Adaptation for Zero-shot Executable Semantic Parsing Victor Zhong M. Lewis Sida I. Wang Luke Zettlemoyer 90 100 0 16 Sep 2020
Relational Graph Attention Network for Aspect-based Sentiment Analysis Kai Wang Weizhou Shen Yunyi Yang Xiaojun Quan Rui Wang 94 561 0 26 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 106 594 0 10 Nov 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 503 20,376 0 23 Oct 2019
Improving Back-Translation with Uncertainty-based Confidence Estimation Shuo Wang Yang Liu Chao Wang Huanbo Luan Maosong Sun UQLM 87 82 0 31 Aug 2019
Mitigating Uncertainty in Document Classification Xuchao Zhang Fanglan Chen Chang-Tien Lu Naren Ramakrishnan 57 43 0 17 Jul 2019
Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation Jiaqi Guo Zecheng Zhan Yan Gao Yan Xiao Jian-Guang Lou Ting Liu Dongmei Zhang 68 385 0 20 May 2019
Quantifying Uncertainties in Natural Language Processing Tasks Yijun Xiao William Yang Wang UQCV BDL 88 151 0 18 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 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 124 1,245 0 24 Sep 2018
TypeSQL: Knowledge-based Type-Aware Neural Text-to-SQL Generation Tao Yu Zifan Li Zilin Zhang Rui Zhang Dragomir R. Radev 70 258 0 25 Apr 2018
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost Noam M. Shazeer Mitchell Stern ODL 86 1,053 0 11 Apr 2018
Self-Attention with Relative Position Representations Peter Shaw Jakob Uszkoreit Ashish Vaswani 186 2,304 0 06 Mar 2018
Analyzing Uncertainty in Neural Machine Translation Myle Ott Michael Auli David Grangier MarcÁurelio Ranzato UQLM 113 275 0 28 Feb 2018
Variational Recurrent Neural Machine Translation Jinsong Su Shan Wu Deyi Xiong Yaojie Lu Xianpei Han Biao Zhang DRL 75 83 0 16 Jan 2018
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning Victor Zhong Caiming Xiong R. Socher RALM 139 1,206 0 31 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 808 132,725 0 12 Jun 2017
Variational Neural Machine Translation Biao Zhang Deyi Xiong Jinsong Su Hong Duan Min Zhang VLM DRL 73 204 0 25 May 2016
Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding Alex Kendall Vijay Badrinarayanan R. Cipolla UQCV BDL 96 1,066 0 09 Nov 2015
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 138 793 0 03 Aug 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 891 9,364 0 06 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014
Semi-Supervised Learning with Deep Generative Models Diederik P. Kingma Danilo Jimenez Rezende S. Mohamed Max Welling GAN SSL BDL 105 2,746 0 20 Jun 2014
Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars Luke S. Zettlemoyer M. Collins 133 973 0 04 Jul 2012
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 465 7,673 0 03 Jul 2012
Learning Dependency-Based Compositional Semantics Percy Liang Michael I. Jordan Dan Klein CoGe 113 610 0 30 Sep 2011