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
BioALBERT: A Simple and Effective Pre-trained Language Model for Biomedical Named Entity Recognition Usman Naseem Matloob Khushi V. Reddy S. Rajendran Imran Razzak Jinman Kim 24 63 0 19 Sep 2020
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less Data Jonathan Pilault Amine Elhattami C. Pal CLL MoE 30 89 0 19 Sep 2020
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Tsendsuren Munkhdalai Andrew McCallum SSL VLM 33 87 0 17 Sep 2020
Efficient Transformer-based Large Scale Language Representations using Hardware-friendly Block Structured Pruning Bingbing Li Zhenglun Kong Tianyun Zhang Ji Li Zechao Li Hang Liu Caiwen Ding VLM 32 64 0 17 Sep 2020
Noisy Self-Knowledge Distillation for Text Summarization Yang Liu S. Shen Mirella Lapata 33 44 0 15 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 55 610 0 10 Sep 2020
Learning Universal Representations from Word to Sentence Yian Li Hai Zhao SSL 12 2 0 10 Sep 2020
Compression of Deep Learning Models for Text: A Survey Manish Gupta Puneet Agrawal VLM MedIm AI4CE 22 115 0 12 Aug 2020
Hybrid Ranking Network for Text-to-SQL Qin Lyu K. Chakrabarti Shobhit Hathi Souvik Kundu Jianwen Zhang Zheng Chen AIMat 22 83 0 11 Aug 2020
Effective Transfer Learning for Identifying Similar Questions: Matching User Questions to COVID-19 FAQs Clara H. McCreery Namit Katariya A. Kannan Manish Chablani X. Amatriain MedIm OOD 6 74 0 04 Aug 2020
A Survey on Text Classification: From Shallow to Deep Learning Qian Li Hao Peng Jianxin Li Congyin Xia Renyu Yang Lichao Sun Philip S. Yu Lifang He VLM 28 329 0 02 Aug 2020
Sentiment Analysis based Multi-person Multi-criteria Decision Making Methodology using Natural Language Processing and Deep Learning for Smarter Decision Aid. Case study of restaurant choice using TripAdvisor reviews Cristina Zuheros Eugenio Martínez-Cámara E. Herrera-Viedma Francisco Herrera 13 1 0 31 Jul 2020
Multi-task learning for natural language processing in the 2020s: where are we going? Joseph Worsham Jugal Kalita AIMat 24 76 0 22 Jul 2020
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Matthew B. A. McDermott Bret A. Nestor Evan Kim Wancong Zhang Anna Goldenberg Peter Szolovits Marzyeh Ghassemi Csail AI4TS 22 15 0 20 Jul 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 35 27 0 18 Jul 2020
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models Lifu Tu Garima Lalwani Spandana Gella He He LRM 33 184 0 14 Jul 2020
HyperGrid: Efficient Multi-Task Transformers with Grid-wise Decomposable Hyper Projections Yi Tay Zhe Zhao Dara Bahri Donald Metzler Da-Cheng Juan 48 9 0 12 Jul 2020
BERT Learns (and Teaches) Chemistry Josh Payne Mario Srouji Dian Ang Yap V. Kosaraju 25 10 0 11 Jul 2020
CORD19STS: COVID-19 Semantic Textual Similarity Dataset Xiao Guo H. Mirzaalian Ekraam Sabir Aysush Jaiswal Wael AbdAlmageed 14 33 0 05 Jul 2020
A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks H. H. Mao BDL SSL 14 50 0 01 Jul 2020
SemEval-2020 Task 4: Commonsense Validation and Explanation Cunxiang Wang Shuailong Liang Yili Jin Yilong Wang Xiao-Dan Zhu Yue Zhang LRM 25 98 0 01 Jul 2020
ANA at SemEval-2020 Task 4: mUlti-task learNIng for cOmmonsense reasoNing (UNION) Anandh Perumal Chenyang Huang Amine Trabelsi Osmar R. Zaïane ReLM LRM 14 4 0 29 Jun 2020
Evaluation of Text Generation: A Survey Asli Celikyilmaz Elizabeth Clark Jianfeng Gao ELM LM&MA 38 378 0 26 Jun 2020
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types Xin Luna Dong Xiang He Andrey Kan Xian Li Yan Liang ... Yuning Mao Yaqing Wang Christos Faloutsos Andrew McCallum Jiawei Han 16 73 0 24 Jun 2020
SqueezeBERT: What can computer vision teach NLP about efficient neural networks? F. Iandola Albert Eaton Shaw Ravi Krishna Kurt Keutzer VLM 28 127 0 19 Jun 2020
CUHK at SemEval-2020 Task 4: CommonSense Explanation, Reasoning and Prediction with Multi-task Learning Hongru Wang Xiangru Tang Sunny Lai Kwong Sak Leung Jia Zhu Gabriel Pui Cheong Fung K. Leung ReLM LRM 25 4 0 12 Jun 2020
Revisiting Few-sample BERT Fine-tuning Tianyi Zhang Felix Wu Arzoo Katiyar Kilian Q. Weinberger Yoav Artzi 41 442 0 10 Jun 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 64 2,631 0 05 Jun 2020
Funnel-Transformer: Filtering out Sequential Redundancy for Efficient Language Processing Zihang Dai Guokun Lai Yiming Yang Quoc V. Le 48 230 0 05 Jun 2020
Subjective Question Answering: Deciphering the inner workings of Transformers in the realm of subjectivity Lukas Muttenthaler 28 3 0 02 Jun 2020
A Survey on Transfer Learning in Natural Language Processing Zaid Alyafeai Maged S. Alshaibani Irfan Ahmad 30 72 0 31 May 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 130 40,394 0 28 May 2020
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too Jason Phang Iacer Calixto Phu Mon Htut Yada Pruksachatkun Haokun Liu Clara Vania Katharina Kann Samuel R. Bowman LRM 39 66 0 26 May 2020
Adversarial Training for Commonsense Inference L. Pereira Xiaodong Liu Fei Cheng Masayuki Asahara Ichiro Kobayashi AAML 14 31 0 17 May 2020
Large Scale Multi-Actor Generative Dialog Modeling Alex Boyd Raul Puri Mohammad Shoeybi M. Patwary Bryan Catanzaro 27 23 0 13 May 2020
Measuring the Algorithmic Efficiency of Neural Networks Danny Hernandez Tom B. Brown 241 94 0 08 May 2020
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining Yifan Peng Qingyu Chen Zhiyong Lu 8 112 0 06 May 2020
Probing the Natural Language Inference Task with Automated Reasoning Tools Zaid Marji Animesh Nighojkar John Licato LRM 10 2 0 06 May 2020
The Cascade Transformer: an Application for Efficient Answer Sentence Selection Luca Soldaini Alessandro Moschitti 29 44 0 05 May 2020
Improving Aspect-Level Sentiment Analysis with Aspect Extraction Navonil Majumder Rishabh Bhardwaj Soujanya Poria Amir Zadeh Alexander Gelbukh Amir Hussain Louis-Philippe Morency 16 30 0 03 May 2020
Understanding and Improving Information Transfer in Multi-Task Learning Sen Wu Hongyang R. Zhang Christopher Ré 18 154 0 02 May 2020
IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization Wenxuan Zhou Bill Yuchen Lin Xiang Ren 14 24 0 02 May 2020
Intermediate-Task Transfer Learning with Pretrained Models for Natural Language Understanding: When and Why Does It Work? Yada Pruksachatkun Jason Phang Haokun Liu Phu Mon Htut Xiaoyi Zhang Richard Yuanzhe Pang Clara Vania Katharina Kann Samuel R. Bowman CLL LRM 11 194 0 01 May 2020
AdapterFusion: Non-Destructive Task Composition for Transfer Learning Jonas Pfeiffer Aishwarya Kamath Andreas Rucklé Kyunghyun Cho Iryna Gurevych CLL MoMe 56 820 0 01 May 2020
Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations Kai Sun Richong Zhang Samuel Mensah Yongyi Mao Xudong Liu 6 33 0 01 May 2020
Aspect-Controlled Neural Argument Generation Benjamin Schiller Johannes Daxenberger Iryna Gurevych 27 73 0 30 Apr 2020
WT5?! Training Text-to-Text Models to Explain their Predictions Sharan Narang Colin Raffel Katherine Lee Adam Roberts Noah Fiedel Karishma Malkan 25 197 0 30 Apr 2020
Asking without Telling: Exploring Latent Ontologies in Contextual Representations Julian Michael Jan A. Botha Ian Tenney 31 42 0 29 Apr 2020
General Purpose Text Embeddings from Pre-trained Language Models for Scalable Inference Jingfei Du Myle Ott Haoran Li Xing Zhou Veselin Stoyanov AI4CE 14 10 0 29 Apr 2020
BURT: BERT-inspired Universal Representation from Twin Structure Yian Li Hai Zhao 24 0 0 29 Apr 2020