Empirical Evaluation of Multi-task Learning in Deep Neural Networks for
Natural Language Processing

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Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing

16 August 2019

Min Yang

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Papers citing "Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing"

17 / 17 papers shown

Title
Multi-Task Deep Neural Networks for Natural Language Understanding Xiaodong Liu Pengcheng He Weizhu Chen Jianfeng Gao AI4CE 141 1,273 0 31 Jan 2019
Neural Network Acceptability Judgments Alex Warstadt Amanpreet Singh Samuel R. Bowman 242 1,413 0 31 May 2018
Constituency Parsing with a Self-Attentive Encoder Nikita Kitaev Dan Klein 78 543 0 02 May 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 1.1K 7,196 0 20 Apr 2018
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces Isabelle Augenstein Sebastian Ruder Anders Søgaard SSL 85 73 0 27 Feb 2018
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation Daniel Cer Mona T. Diab Eneko Agirre I. Lopez-Gazpio Lucia Specia 443 1,891 0 31 Jul 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 159 2,831 0 15 Jun 2017
Adversarial Multi-task Learning for Text Classification Pengfei Liu Xipeng Qiu Xuanjing Huang 136 612 0 19 Apr 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,494 0 18 Apr 2017
A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks Kazuma Hashimoto Caiming Xiong Yoshimasa Tsuruoka R. Socher KELM 80 575 0 05 Nov 2016
Enhanced LSTM for Natural Language Inference Qian Chen Xiao-Dan Zhu Zhenhua Ling Si Wei Hui Jiang Diana Inkpen LRM ReLM 104 1,130 0 20 Sep 2016
Domain Separation Networks Konstantinos Bousmalis George Trigeorgis N. Silberman Dilip Krishnan D. Erhan OOD 112 1,452 0 22 Aug 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,169 0 16 Jun 2016
Trace Norm Regularised Deep Multi-Task Learning Yongxin Yang Timothy M. Hospedales FedML 95 220 0 13 Jun 2016
Recurrent Neural Network for Text Classification with Multi-Task Learning Pengfei Liu Xipeng Qiu Xuanjing Huang 113 1,288 0 17 May 2016
Cross-stitch Networks for Multi-task Learning Ishan Misra Abhinav Shrivastava Abhinav Gupta M. Hebert 100 1,351 0 12 Apr 2016
Multi-Task Cross-Lingual Sequence Tagging from Scratch Zhilin Yang Ruslan Salakhutdinov William W. Cohen VLM 56 227 0 20 Mar 2016

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