Multi-Task Deep Neural Networks for Natural Language Understanding

31 January 2019

Xiaodong Liu

Papers citing "Multi-Task Deep Neural Networks for Natural Language Understanding"

41 / 541 papers shown

Title
Scalable Attentive Sentence-Pair Modeling via Distilled Sentence Embedding Oren Barkan Noam Razin Itzik Malkiel Ori Katz Avi Caciularu Noam Koenigstein FedML 39 37 0 14 Aug 2019
StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding Wei Wang Bin Bi Ming Yan Chen Henry Wu Zuyi Bao Jiangnan Xia Liwei Peng Luo Si 31 260 0 13 Aug 2019
ERNIE 2.0: A Continual Pre-training Framework for Language Understanding Yu Sun Shuohuan Wang Yukun Li Shikun Feng Hao Tian Hua Wu Haifeng Wang CLL 44 799 0 29 Jul 2019
A Hybrid Neural Network Model for Commonsense Reasoning Pengcheng He Xiaodong Liu Weizhu Chen Jianfeng Gao LRM 11 29 0 27 Jul 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 186 23,959 0 26 Jul 2019
SpanBERT: Improving Pre-training by Representing and Predicting Spans Mandar Joshi Danqi Chen Yinhan Liu Daniel S. Weld Luke Zettlemoyer Omer Levy 45 1,945 0 24 Jul 2019
Dr.Quad at MEDIQA 2019: Towards Textual Inference and Question Entailment using contextualized representations Vinayshekhar Bannihatti Kumar A. Srinivasan Aditi Chaudhary James Route Teruko Mitamura Eric Nyberg MedIm 12 6 0 23 Jul 2019
BAM! Born-Again Multi-Task Networks for Natural Language Understanding Kevin Clark Minh-Thang Luong Urvashi Khandelwal Christopher D. Manning Quoc V. Le 30 228 0 10 Jul 2019
UW-BHI at MEDIQA 2019: An Analysis of Representation Methods for Medical Natural Language Inference William R. Kearns Wilson Lau Jason Thomas 27 3 0 09 Jul 2019
To Tune or Not To Tune? How About the Best of Both Worlds? Ran A. Wang Haibo Su Chunye Wang Kailin Ji J. Ding VLM 36 17 0 09 Jul 2019
Pentagon at MEDIQA 2019: Multi-task Learning for Filtering and Re-ranking Answers using Language Inference and Question Entailment Hemant Pugaliya Karan Saxena Shefali Garg S. Shalini Prashant Gupta Eric Nyberg Teruko Mitamura 6 9 0 01 Jul 2019
Self-Supervised Dialogue Learning Jiawei Wu Xin Eric Wang William Yang Wang SSL 19 58 0 30 Jun 2019
Identification of Tasks, Datasets, Evaluation Metrics, and Numeric Scores for Scientific Leaderboards Construction Yufang Hou Charles Jochim Martin Gleize Francesca Bonin Debasis Ganguly 19 91 0 21 Jun 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 94 8,347 0 19 Jun 2019
Surf at MEDIQA 2019: Improving Performance of Natural Language Inference in the Clinical Domain by Adopting Pre-trained Language Model Jiin Nam Seunghyun Yoon Kyomin Jung LM&MA 22 2 0 19 Jun 2019
DoubleTransfer at MEDIQA 2019: Multi-Source Transfer Learning for Natural Language Understanding in the Medical Domain Yichong Xu Xiaodong Liu Chunyuan Li Hoifung Poon Jianfeng Gao MedIm 27 15 0 11 Jun 2019
Forward and Backward Knowledge Transfer for Sentiment Classification Hao Wang Bing-Quan Liu Shuai Wang Nianzu Ma Yan Yang CLL 11 18 0 08 Jun 2019
Towards Lossless Encoding of Sentences Gabriele Prato Mathieu Duchesneau A. Chandar Alain Tapp 20 2 0 04 Jun 2019
Training Neural Response Selection for Task-Oriented Dialogue Systems Matthew Henderson Ivan Vulić D. Gerz I. Casanueva Paweł Budzianowski Sam Coope Georgios P. Spithourakis Tsung-Hsien Wen N. Mrksic Pei-hao Su 14 110 0 04 Jun 2019
MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension Alon Talmor Jonathan Berant 20 172 0 31 May 2019
Unbabel's Submission to the WMT2019 APE Shared Task: BERT-based Encoder-Decoder for Automatic Post-Editing António Vilarinho Lopes M. Amin Farajian Gonçalo M. Correia Jonay Trénous André F. T. Martins 33 35 0 30 May 2019
Human vs. Muppet: A Conservative Estimate of Human Performance on the GLUE Benchmark Nikita Nangia Samuel R. Bowman ELM ALM 34 75 0 24 May 2019
Story Ending Prediction by Transferable BERT Zhongyang Li Xiao Ding Ting Liu 34 52 0 17 May 2019
A Surprisingly Robust Trick for Winograd Schema Challenge Vid Kocijan Ana-Maria Cretu Oana-Maria Camburu Yordan Yordanov Thomas Lukasiewicz 26 101 0 15 May 2019
BERT Rediscovers the Classical NLP Pipeline Ian Tenney Dipanjan Das Ellie Pavlick MILM SSeg 50 1,441 0 15 May 2019
How to Fine-Tune BERT for Text Classification? Chi Sun Xipeng Qiu Yige Xu Xuanjing Huang 38 1,499 0 14 May 2019
A logical-based corpus for cross-lingual evaluation Felipe Salvatore Marcelo Finger R. Hirata 21 1 0 10 May 2019
Unified Language Model Pre-training for Natural Language Understanding and Generation Li Dong Nan Yang Wenhui Wang Furu Wei Xiaodong Liu Yu-Chiang Frank Wang Jianfeng Gao M. Zhou H. Hon ELM AI4CE 80 1,551 0 08 May 2019
SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems Alex Jinpeng Wang Yada Pruksachatkun Nikita Nangia Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 49 2,266 0 02 May 2019
Understanding Roles and Entities: Datasets and Models for Natural Language Inference Arindam Mitra Ishan Shrivastava Chitta Baral 28 2 0 22 Apr 2019
Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding Xiaodong Liu Pengcheng He Weizhu Chen Jianfeng Gao FedML 11 181 0 20 Apr 2019
An Evaluation of Transfer Learning for Classifying Sales Engagement Emails at Large Scale Yong Liu Pavel A. Dmitriev Yifei Huang Andrew Brooks Li Dong 16 4 0 19 Apr 2019
Unifying Question Answering, Text Classification, and Regression via Span Extraction N. Keskar Bryan McCann Caiming Xiong R. Socher BDL 16 21 0 19 Apr 2019
ERNIE: Enhanced Representation through Knowledge Integration Yu Sun Shuohuan Wang Yukun Li Shikun Feng Xuyi Chen Han Zhang Xin Tian Danxiang Zhu Hao Tian Hua Wu 79 895 0 19 Apr 2019
Recent Advances in Natural Language Inference: A Survey of Benchmarks, Resources, and Approaches Shane Storks Qiaozi Gao J. Chai 23 128 0 02 Apr 2019
Evaluating Word Embedding Models: Methods and Experimental Results Bin Wang Angela Wang Fenxiao Chen Yun Cheng Wang C.-C. Jay Kuo ELM 27 260 0 28 Jan 2019
Neural Abstractive Text Summarization with Sequence-to-Sequence Models Tian Shi Yaser Keneshloo Naren Ramakrishnan Chandan K. Reddy 33 226 0 05 Dec 2018
Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension Yichong Xu Xiaodong Liu Yelong Shen Jingjing Liu Jianfeng Gao 23 51 0 18 Sep 2018
A Survey of the Usages of Deep Learning in Natural Language Processing Dan Otter Julian R. Medina Jugal Kalita VLM 27 11 0 27 Jul 2018
Stochastic Answer Networks for Natural Language Inference Xiaodong Liu Kevin Duh Jianfeng Gao BDL 21 45 0 21 Apr 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 304 7,005 0 20 Apr 2018