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"

50 / 541 papers shown

Title
Masking as an Efficient Alternative to Finetuning for Pretrained Language Models Mengjie Zhao Tao R. Lin Fei Mi Martin Jaggi Hinrich Schütze 33 120 0 26 Apr 2020
MATINF: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and Summarization Canwen Xu Jiaxin Pei Hongtao Wu Yiyu Liu Chenliang Li MLLM VLM 25 14 0 26 Apr 2020
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology Arda Akdemir T. Shibuya Tunga Güngör 27 1 0 25 Apr 2020
New Protocols and Negative Results for Textual Entailment Data Collection Samuel R. Bowman J. Palomaki Livio Baldini Soares Emily Pitler 25 7 0 24 Apr 2020
How fine can fine-tuning be? Learning efficient language models Evani Radiya-Dixit Xin Wang 16 63 0 24 Apr 2020
Fast and Scalable Dialogue State Tracking with Explicit Modular Decomposition Dingmin Wang Chenghua Lin Qi Liu Kam-Fai Wong 19 17 0 22 Apr 2020
MT-Clinical BERT: Scaling Clinical Information Extraction with Multitask Learning Andriy Mulyar Bridget T. McInnes 18 52 0 21 Apr 2020
Adversarial Training for Large Neural Language Models Xiaodong Liu Hao Cheng Pengcheng He Weizhu Chen Yu-Chiang Frank Wang Hoifung Poon Jianfeng Gao AAML 34 183 0 20 Apr 2020
Augmented Curation of Unstructured Clinical Notes from a Massive EHR System Reveals Specific Phenotypic Signature of Impending COVID-19 Diagnosis F. Shweta K. Murugadoss S. Awasthi A. Venkatakrishnan Arjun Puranik ... G. Gores A. Williams J. Halamka V. Soundararajan A. Badley 13 26 0 17 Apr 2020
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Xiujun Li Xi Yin Chunyuan Li Pengchuan Zhang Xiaowei Hu ... Houdong Hu Li Dong Furu Wei Yejin Choi Jianfeng Gao VLM 47 1,917 0 13 Apr 2020
ProFormer: Towards On-Device LSH Projection Based Transformers Chinnadhurai Sankar Sujith Ravi Zornitsa Kozareva 10 9 0 13 Apr 2020
Pre-training Text Representations as Meta Learning Shangwen Lv Yuechen Wang Daya Guo Duyu Tang Nan Duan ... Ryan Ma Daxin Jiang Guihong Cao Ming Zhou Songlin Hu AIMat SSL AI4CE 10 9 0 12 Apr 2020
End to End Chinese Lexical Fusion Recognition with Sememe Knowledge Yijiang Liu Meishan Zhang Donghong Ji 6 3 0 11 Apr 2020
Improving BERT with Self-Supervised Attention Yiren Chen Xiaoyu Kou Jiangang Bai Yunhai Tong 21 10 0 08 Apr 2020
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices Zhiqing Sun Hongkun Yu Xiaodan Song Renjie Liu Yiming Yang Denny Zhou MQ 27 797 0 06 Apr 2020
Deep Learning Based Text Classification: A Comprehensive Review Shervin Minaee Nal Kalchbrenner Min Zhang Narjes Nikzad M. Asgari-Chenaghlu Jianfeng Gao AILaw VLM AI4TS 30 1,091 0 06 Apr 2020
Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining Chengyu Wang Minghui Qiu Jun Huang Xiaofeng He AI4CE 34 24 0 29 Mar 2020
Introducing Pose Consistency and Warp-Alignment for Self-Supervised 6D Object Pose Estimation in Color Images Juil Sock Guillermo Garcia-Hernando Anil Armagan Tae-Kyun Kim 27 5 0 27 Mar 2020
VIOLIN: A Large-Scale Dataset for Video-and-Language Inference J. Liu Wenhu Chen Yu Cheng Zhe Gan Licheng Yu Yiming Yang Jingjing Liu MLLM VGen 43 68 0 25 Mar 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 246 1,454 0 18 Mar 2020
A Survey on Contextual Embeddings Qi Liu Matt J. Kusner Phil Blunsom 225 146 0 16 Mar 2020
TRANS-BLSTM: Transformer with Bidirectional LSTM for Language Understanding Zhiheng Huang Peng Xu Davis Liang Ajay K. Mishra Bing Xiang 15 31 0 16 Mar 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 255 580 0 12 Mar 2020
jiant: A Software Toolkit for Research on General-Purpose Text Understanding Models Yada Pruksachatkun Philip Yeres Haokun Liu Jason Phang Phu Mon Htut Alex Jinpeng Wang Ian Tenney Samuel R. Bowman SSeg 14 94 0 04 Mar 2020
Style Example-Guided Text Generation using Generative Adversarial Transformers Kuo-Hao Zeng M. Shoeybi Ming Liu GAN 23 18 0 02 Mar 2020
Provable Meta-Learning of Linear Representations Nilesh Tripuraneni Chi Jin Michael I. Jordan OOD 19 188 0 26 Feb 2020
Improving BERT Fine-Tuning via Self-Ensemble and Self-Distillation Yige Xu Xipeng Qiu L. Zhou Xuanjing Huang 17 66 0 24 Feb 2020
The Microsoft Toolkit of Multi-Task Deep Neural Networks for Natural Language Understanding Xiaodong Liu Yu-Chiang Frank Wang Jianshu Ji Hao Cheng Xueyun Zhu ... Pengcheng He Weizhu Chen Hoifung Poon Guihong Cao Jianfeng Gao AI4CE 31 60 0 19 Feb 2020
TwinBERT: Distilling Knowledge to Twin-Structured BERT Models for Efficient Retrieval Wenhao Lu Jian Jiao Ruofei Zhang 21 50 0 14 Feb 2020
Utilizing BERT Intermediate Layers for Aspect Based Sentiment Analysis and Natural Language Inference Youwei Song Jiahai Wang Zhiwei Liang Zhiyue Liu Tao Jiang 26 76 0 12 Feb 2020
Aligning the Pretraining and Finetuning Objectives of Language Models Nuo Wang Pierse Jing Lu AI4CE 27 2 0 05 Feb 2020
Pretrained Transformers for Simple Question Answering over Knowledge Graphs Denis Lukovnikov Asja Fischer Jens Lehmann GNN AI4MH 30 57 0 31 Jan 2020
MT-BioNER: Multi-task Learning for Biomedical Named Entity Recognition using Deep Bidirectional Transformers Muhammad Raza Khan Morteza Ziyadi M. Abdelhady MedIm 20 44 0 24 Jan 2020
Exploring and Improving Robustness of Multi Task Deep Neural Networks via Domain Agnostic Defenses Kashyap Coimbatore Murali AAML OOD 16 0 0 11 Jan 2020
Stance Detection Benchmark: How Robust Is Your Stance Detection? Benjamin Schiller Johannes Daxenberger Iryna Gurevych 19 96 0 06 Jan 2020
Towards Deep Federated Defenses Against Malware in Cloud Ecosystems Josh Payne A. Kundu FedML 26 10 0 27 Dec 2019
Shareable Representations for Search Query Understanding Mukul Kumar You-Heng Hu William P. Headden R. Goutam Heran Lin Bing Yin 33 4 0 20 Dec 2019
On the relationship between multitask neural networks and multitask Gaussian Processes Karthikeyan K S. Bharti Piyush Rai BDL 11 0 0 12 Dec 2019
Adversarial Analysis of Natural Language Inference Systems Tiffany Chien Jugal Kalita AAML 39 12 0 07 Dec 2019
12-in-1: Multi-Task Vision and Language Representation Learning Jiasen Lu Vedanuj Goswami Marcus Rohrbach Devi Parikh Stefan Lee VLM ObjD 40 476 0 05 Dec 2019
Semi-supervised Visual Feature Integration for Pre-trained Language Models Lisai Zhang Qingcai Chen Dongfang Li Buzhou Tang VLM 8 1 0 01 Dec 2019
Bimodal Speech Emotion Recognition Using Pre-Trained Language Models Verena Heusser Niklas Freymuth Stefan Constantin A. Waibel 29 25 0 29 Nov 2019
Autoencoding Undirected Molecular Graphs With Neural Networks Jeppe Johan Waarkjaer Olsen Peter Ebert Christensen Martin Hangaard Hansen alexander rosenberg johansen AI4CE 19 0 0 26 Nov 2019
Unsupervised Domain Adaptation of Language Models for Reading Comprehension Kosuke Nishida Kyosuke Nishida Itsumi Saito Hisako Asano J. Tomita 27 26 0 25 Nov 2019
Towards non-toxic landscapes: Automatic toxic comment detection using DNN Ashwin Geet D'Sa Irina Illina Dominique Fohr 11 22 0 19 Nov 2019
Ladder Loss for Coherent Visual-Semantic Embedding Mo Zhou Zhenxing Niu Le Wang Zhanning Gao Qilin Zhang G. Hua 31 39 0 18 Nov 2019
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Xiaozhi Wang Tianyu Gao Zhaocheng Zhu Zhengyan Zhang Zhiyuan Liu Juan-Zi Li Jian Tang 15 647 0 13 Nov 2019
Unsupervised Domain Adaptation on Reading Comprehension Yu Cao Meng Fang B. Yu Qiufeng Wang SSL 17 39 0 13 Nov 2019
Learning Sparse Sharing Architectures for Multiple Tasks Tianxiang Sun Yunfan Shao Xiaonan Li Pengfei Liu Hang Yan Xipeng Qiu Xuanjing Huang MoE 30 128 0 12 Nov 2019
Multimodal Intelligence: Representation Learning, Information Fusion, and Applications Chao Zhang Zichao Yang Xiaodong He Li Deng HAI AI4TS 35 326 0 10 Nov 2019