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"

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Title
Plot2API: Recommending Graphic API from Plot via Semantic Parsing Guided Neural Network Zeyu Wang Sheng Huang Zhongxin Liu Meng Yan Xin Xia Bei Wang Dan Yang 9 3 0 02 Apr 2021
Multitask Recalibrated Aggregation Network for Medical Code Prediction Wei Sun Shaoxiong Ji Min Zhang Pekka Marttinen 14 8 0 02 Apr 2021
BERT4SO: Neural Sentence Ordering by Fine-tuning BERT Yutao Zhu J. Nie Kun Zhou Shengchao Liu Yabo Ling Pan Du 67 4 0 25 Mar 2021
UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask Benchmark Nicholas Lourie Ronan Le Bras Chandra Bhagavatula Yejin Choi LRM 30 137 0 24 Mar 2021
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Sushant Singh A. Mahmood AI4TS 60 94 0 23 Mar 2021
Structure Inducing Pre-Training Matthew B. A. McDermott Brendan Yap Peter Szolovits Marinka Zitnik 42 18 0 18 Mar 2021
Robustly Optimized and Distilled Training for Natural Language Understanding Haytham ElFadeel Stanislav Peshterliev VLM OffRL 25 1 0 16 Mar 2021
AngryBERT: Joint Learning Target and Emotion for Hate Speech Detection Rabiul Awal Rui Cao Roy Ka-wei Lee Sandra Mitrović 27 42 0 14 Mar 2021
MTLHealth: A Deep Learning System for Detecting Disturbing Content in Student Essays Joseph Valencia Erin Yao 19 0 0 07 Mar 2021
Perspectives and Prospects on Transformer Architecture for Cross-Modal Tasks with Language and Vision Andrew Shin Masato Ishii T. Narihira 35 37 0 06 Mar 2021
Natural Language Understanding for Argumentative Dialogue Systems in the Opinion Building Domain W. A. Abro Annalena Aicher Niklas Rach Stefan Ultes Wolfgang Minker Guilin Qi 33 32 0 03 Mar 2021
A Survey on Stance Detection for Mis- and Disinformation Identification Momchil Hardalov Arnav Arora Preslav Nakov Isabelle Augenstein 113 133 0 27 Feb 2021
Meta-Learning with Graph Neural Networks: Methods and Applications Debmalya Mandal Sourav Medya Brian Uzzi Charu C. Aggarwal AI4CE 33 22 0 27 Feb 2021
Sign-regularized Multi-task Learning J. Torres Guangji Bai Junxiang Wang Liang Zhao Carmen Vaca Cristina L. Abad 23 4 0 22 Feb 2021
ReINTEL Challenge 2020: Exploiting Transfer Learning Models for Reliable Intelligence Identification on Vietnamese Social Network Sites Kim Thi-Thanh Nguyen Kiet Van Nguyen 25 1 0 22 Feb 2021
UniT: Multimodal Multitask Learning with a Unified Transformer Ronghang Hu Amanpreet Singh ViT 25 296 0 22 Feb 2021
Efficient Retrieval Augmented Generation from Unstructured Knowledge for Task-Oriented Dialog David Thulke Nico Daheim Christian Dugast Hermann Ney RALM 36 49 0 09 Feb 2021
Near-optimal Representation Learning for Linear Bandits and Linear RL Jiachen Hu Xiaoyu Chen Chi Jin Lihong Li Liwei Wang OffRL 28 51 0 08 Feb 2021
EmpathBERT: A BERT-based Framework for Demographic-aware Empathy Prediction Bhanu Prakash Reddy Guda Aparna Garimella Niyati Chhaya 28 32 0 30 Jan 2021
Muppet: Massive Multi-task Representations with Pre-Finetuning Armen Aghajanyan Anchit Gupta Akshat Shrivastava Xilun Chen Luke Zettlemoyer Sonal Gupta 33 266 0 26 Jan 2021
"Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement Space Debanjan Ghosh Ritvik Shrivastava Smaranda Muresan 27 11 0 26 Jan 2021
Meta-Learning for Effective Multi-task and Multilingual Modelling Ishan Tarunesh Sushil Khyalia Vishwajeet Kumar Ganesh Ramakrishnan Preethi Jyothi 45 16 0 25 Jan 2021
Multi-task Retrieval for Knowledge-Intensive Tasks Jean Maillard Vladimir Karpukhin Fabio Petroni Wen-tau Yih Barlas Oğuz Veselin Stoyanov Gargi Ghosh 215 64 0 01 Jan 2021
Accurate Word Representations with Universal Visual Guidance Zhuosheng Zhang Haojie Yu Hai Zhao Rui Wang Masao Utiyama 22 0 0 30 Dec 2020
BURT: BERT-inspired Universal Representation from Learning Meaningful Segment Yian Li Hai Zhao SSL 21 0 0 28 Dec 2020
SG-Net: Syntax Guided Transformer for Language Representation Zhuosheng Zhang Yuwei Wu Junru Zhou Sufeng Duan Hai Zhao Rui Wang 51 36 0 27 Dec 2020
Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing Xi Lin R. Socher Caiming Xiong LMTD 25 207 0 23 Dec 2020
Mention Extraction and Linking for SQL Query Generation Jianqiang Ma Zeyu Yan Shuai Pang Yang Zhang Jianping Shen 37 29 0 18 Dec 2020
R $^2$ -Net: Relation of Relation Learning Network for Sentence Semantic Matching Kun Zhang Le Wu Guangyi Lv Meng Wang Enhong Chen Shulan Ruan 30 20 0 16 Dec 2020
Parameter-Efficient Transfer Learning with Diff Pruning Demi Guo Alexander M. Rush Yoon Kim 15 386 0 14 Dec 2020
Self-Explaining Structures Improve NLP Models Zijun Sun Chun Fan Qinghong Han Xiaofei Sun Yuxian Meng Fei Wu Jiwei Li MILM XAI LRM FAtt 46 38 0 03 Dec 2020
Evaluating Semantic Accuracy of Data-to-Text Generation with Natural Language Inference Ondrej Dusek Zdeněk Kasner 30 66 0 21 Nov 2020
Out-of-Task Training for Dialog State Tracking Models Michael Heck Carel van Niekerk Nurul Lubis Christian Geishauser Hsien-Chin Lin Marco Moresi Milica Gavsić 20 3 0 18 Nov 2020
On the use of Self-supervised Pre-trained Acoustic and Linguistic Features for Continuous Speech Emotion Recognition Manon Macary Marie Tahon Yannick Esteve Anthony Rousseau SSL 22 54 0 18 Nov 2020
Improving Robotic Grasping on Monocular Images Via Multi-Task Learning and Positional Loss William Prew T. Breckon M. Bordewich Ulrik R Beierholm 19 7 0 05 Nov 2020
Meta-learning Transferable Representations with a Single Target Domain Hong Liu Jeff Z. HaoChen Colin Wei Tengyu Ma AAML 43 5 0 03 Nov 2020
MixKD: Towards Efficient Distillation of Large-scale Language Models Kevin J. Liang Weituo Hao Dinghan Shen Yufan Zhou Weizhu Chen Changyou Chen Lawrence Carin 21 73 0 01 Nov 2020
Semantic Labeling Using a Deep Contextualized Language Model M. Trabelsi Jin Cao J. Heflin VLM 21 14 0 30 Oct 2020
On the diminishing return of labeling clinical reports Jean-Baptiste Lamare Tobi Olatunji Linxing Yao 26 2 0 27 Oct 2020
Structure-Grounded Pretraining for Text-to-SQL Xiang Deng Ahmed Hassan Awadallah Christopher Meek Oleksandr Polozov Huan Sun Matthew Richardson LMTD 21 152 0 24 Oct 2020
BERT2DNN: BERT Distillation with Massive Unlabeled Data for Online E-Commerce Search Yunjiang Jiang Yue Shang Ziyang Liu Hongwei Shen Yun Xiao Wei Xiong Sulong Xu Weipeng P. Yan Di Jin 31 17 0 20 Oct 2020
Pretrained Language Models for Dialogue Generation with Multiple Input Sources Yu Cao Wei Bi Meng Fang Dacheng Tao 24 29 0 15 Oct 2020
Just Pick a Sign: Optimizing Deep Multitask Models with Gradient Sign Dropout Zhao Chen Jiquan Ngiam Yanping Huang Thang Luong Henrik Kretzschmar Yuning Chai Dragomir Anguelov 41 207 0 14 Oct 2020
Neural Mask Generator: Learning to Generate Adaptive Word Maskings for Language Model Adaptation Minki Kang Moonsu Han Sung Ju Hwang OOD 25 18 0 06 Oct 2020
Which *BERT? A Survey Organizing Contextualized Encoders Patrick Xia Shijie Wu Benjamin Van Durme 26 50 0 02 Oct 2020
AUBER: Automated BERT Regularization Hyun Dong Lee Seongmin Lee U. Kang 19 7 0 30 Sep 2020
Improve Transformer Models with Better Relative Position Embeddings Zhiheng Huang Davis Liang Peng Xu Bing Xiang ViT 26 127 0 28 Sep 2020
Domain Adversarial Fine-Tuning as an Effective Regularizer Giorgos Vernikos Katerina Margatina Alexandra Chronopoulou Ion Androutsopoulos 27 15 0 28 Sep 2020
Adapting BERT for Word Sense Disambiguation with Gloss Selection Objective and Example Sentences Boon Peng Yap Andrew Koh Jin Jie Chng Eng Siong 22 35 0 24 Sep 2020
Worst-Case-Aware Curriculum Learning for Zero and Few Shot Transfer Sheng Zhang Xin Zhang Weiming Zhang Anders Søgaard VLM 6 10 0 23 Sep 2020