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
Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Andrew McCallum SSL 21 118 0 10 Nov 2019
Increasing Robustness to Spurious Correlations using Forgettable Examples Yadollah Yaghoobzadeh Soroush Mehri Remi Tachet Timothy J. Hazen Alessandro Sordoni OOD 21 18 0 10 Nov 2019
Generalizing Natural Language Analysis through Span-relation Representations Zhengbao Jiang Wenyuan Xu Jun Araki Graham Neubig 33 60 0 10 Nov 2019
MKD: a Multi-Task Knowledge Distillation Approach for Pretrained Language Models Linqing Liu Haiquan Wang Jimmy J. Lin R. Socher Caiming Xiong 12 21 0 09 Nov 2019
SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization Haoming Jiang Pengcheng He Weizhu Chen Xiaodong Liu Jianfeng Gao T. Zhao 40 559 0 08 Nov 2019
Reducing Sentiment Bias in Language Models via Counterfactual Evaluation Po-Sen Huang Huan Zhang Ray Jiang Robert Stanforth Johannes Welbl Jack W. Rae Vishal Maini Dani Yogatama Pushmeet Kohli 33 206 0 08 Nov 2019
Probing Contextualized Sentence Representations with Visual Awareness ZhuoSheng Zhang Rui Wang Kehai Chen Masao Utiyama Eiichiro Sumita Hai Zhao 14 2 0 07 Nov 2019
BERTs of a feather do not generalize together: Large variability in generalization across models with similar test set performance R. Thomas McCoy Junghyun Min Tal Linzen 29 147 0 07 Nov 2019
Transformation of Dense and Sparse Text Representations Wenpeng Hu Mengyu Wang Bing-Quan Liu Feng Ji Haiqing Chen Dongyan Zhao Jinwen Ma Rui Yan 20 6 0 07 Nov 2019
Towards Domain Adaptation from Limited Data for Question Answering Using Deep Neural Networks Timothy J. Hazen S. Dhuliawala Daniel Boies OOD 16 19 0 06 Nov 2019
Enriching Conversation Context in Retrieval-based Chatbots Amir Vakili Tahami A. Shakery 6 3 0 06 Nov 2019
Path-Based Contextualization of Knowledge Graphs for Textual Entailment Kshitij P. Fadnis Kartik Talamadupula Pavan Kapanipathi Haque Ishfaq Salim Roukos Achille Fokoue 27 5 0 05 Nov 2019
Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks Pavan Kapanipathi Veronika Thost S. Patel Spencer Whitehead Ibrahim Abdelaziz ... R. Chulaka Gunasekara B. Makni Nicholas Mattei Kartik Talamadupula Achille Fokoue 42 45 0 05 Nov 2019
Deepening Hidden Representations from Pre-trained Language Models Junjie Yang Hai Zhao 22 10 0 05 Nov 2019
BAS: An Answer Selection Method Using BERT Language Model Jamshid Mozafari A. Fatemi M. Nematbakhsh 18 17 0 04 Nov 2019
When Choosing Plausible Alternatives, Clever Hans can be Clever Pride Kavumba Naoya Inoue Benjamin Heinzerling Keshav Singh Paul Reisert Kentaro Inui 24 51 0 01 Nov 2019
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 51 980 0 31 Oct 2019
LIMIT-BERT : Linguistic Informed Multi-Task BERT Junru Zhou ZhuoSheng Zhang Hai Zhao Shuailiang Zhang 30 37 0 31 Oct 2019
Generalization in multitask deep neural classifiers: a statistical physics approach Tyler Lee A. Ndirango AI4CE 30 20 0 30 Oct 2019
Ordered Memory Songlin Yang Shawn Tan Seyedarian Hosseini Zhouhan Lin Alessandro Sordoni Aaron Courville 21 23 0 29 Oct 2019
Memeify: A Large-Scale Meme Generation System Suryatej Reddy Vyalla Vishaal Udandarao Tanmoy Chakraborty VLM GNN 13 10 0 27 Oct 2019
HUBERT Untangles BERT to Improve Transfer across NLP Tasks M. Moradshahi Hamid Palangi M. Lam P. Smolensky Jianfeng Gao 29 16 0 25 Oct 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 141 19,578 0 23 Oct 2019
Diversify Your Datasets: Analyzing Generalization via Controlled Variance in Adversarial Datasets Ohad Rozen Vered Shwartz Roee Aharoni Ido Dagan AAML 19 37 0 21 Oct 2019
Localization of Fake News Detection via Multitask Transfer Learning Jan Christian Blaise Cruz Julianne Agatha Tan C. Cheng 28 33 0 21 Oct 2019
Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System Ze Yang Linjun Shou Ming Gong Wutao Lin Daxin Jiang 28 92 0 18 Oct 2019
Fully Quantized Transformer for Machine Translation Gabriele Prato Ella Charlaix Mehdi Rezagholizadeh MQ 13 68 0 17 Oct 2019
Domain-Relevant Embeddings for Medical Question Similarity Clara H. McCreery Namit Katariya A. Kannan Manish Chablani X. Amatriain 6 9 0 09 Oct 2019
Knowledge Distillation from Internal Representations Gustavo Aguilar Yuan Ling Yu Zhang Benjamin Yao Xing Fan Edward Guo 33 178 0 08 Oct 2019
SesameBERT: Attention for Anywhere Ta-Chun Su Hsiang-Chih Cheng 36 7 0 08 Oct 2019
MMM: Multi-stage Multi-task Learning for Multi-choice Reading Comprehension Di Jin Shuyang Gao Jiun-Yu Kao Tagyoung Chung Dilek Z. Hakkani-Tür 32 69 0 01 Oct 2019
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 232 438 0 25 Sep 2019
Unified Vision-Language Pre-Training for Image Captioning and VQA Luowei Zhou Hamid Palangi Lei Zhang Houdong Hu Jason J. Corso Jianfeng Gao MLLM VLM 255 928 0 24 Sep 2019
Improving Generalization by Incorporating Coverage in Natural Language Inference N. Moosavi Prasetya Ajie Utama Andreas Rucklé Iryna Gurevych NAI 19 4 0 19 Sep 2019
Subword ELMo Jiangtong Li Hai Zhao Z. Li Wei Bi Xiaojiang Liu 10 1 0 18 Sep 2019
Improving Natural Language Inference with a Pretrained Parser D. Pang Lucy H. Lin Noah A. Smith 25 14 0 18 Sep 2019
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,836 0 17 Sep 2019
Multi-Task Bidirectional Transformer Representations for Irony Detection Chiyu Zhang Muhammad Abdul-Mageed 11 14 0 08 Sep 2019
Investigating BERT's Knowledge of Language: Five Analysis Methods with NPIs Alex Warstadt Yuning Cao Ioana Grosu Wei Peng Hagen Blix ... Jason Phang Anhad Mohananey Phu Mon Htut Paloma Jeretic Samuel R. Bowman 21 122 0 05 Sep 2019
Semantics-aware BERT for Language Understanding ZhuoSheng Zhang Yuwei Wu Zhao Hai Z. Li Shuailiang Zhang Xi Zhou Xiang Zhou 21 365 0 05 Sep 2019
Structuring Latent Spaces for Stylized Response Generation Xiang Gao Yizhe Zhang Sungjin Lee Michel Galley Chris Brockett Jianfeng Gao W. Dolan DiffM 22 50 0 03 Sep 2019
Transfer Fine-Tuning: A BERT Case Study Yuki Arase Junichi Tsujii 6 41 0 03 Sep 2019
Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial Crowds John P. Lalor Hao Wu Hong-ye Yu 16 42 0 29 Aug 2019
Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks Zi-Yi Dou Keyi Yu Antonios Anastasopoulos 16 126 0 27 Aug 2019
A Morpho-Syntactically Informed LSTM-CRF Model for Named Entity Recognition L. Simeonova K. Simov P. Osenova Preslav Nakov 31 8 0 27 Aug 2019
Adversarial Domain Adaptation for Machine Reading Comprehension Huazheng Wang Zhe Gan Xiaodong Liu Jingjing Liu Jianfeng Gao Hongning Wang 25 64 0 24 Aug 2019
X-SQL: reinforce schema representation with context Pengcheng He Yi Mao K. Chakrabarti Weizhu Chen 22 89 0 21 Aug 2019
A Study of BERT for Non-Factoid Question-Answering under Passage Length Constraints Y. Mass Haggai Roitman Shai Erera Or Rivlin Bar Weiner D. Konopnicki 19 11 0 19 Aug 2019
Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing Jianquan Li Xiaokang Liu Wenpeng Yin Min Yang Liqun Ma Yaohong Jin AIMat 30 13 0 16 Aug 2019
Visualizing and Understanding the Effectiveness of BERT Y. Hao Li Dong Furu Wei Ke Xu 27 181 0 15 Aug 2019