Efficient And Scalable Transfer Learning For Natural Language Processing

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Efficient And Scalable Transfer Learning For Natural Language Processing

Efficient And Scalable Transfer Learning For Natural Language Processing written by Kevin Stefan Clark and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with categories.

Neural networks work best when trained on large amounts of data, but most labeled datasets in natural language processing (NLP) are small. As a result, neural NLP models often overfit to idiosyncrasies and artifacts in their training data rather than learning generalizable patterns. Transfer learning offers a solution: instead of learning a single task from scratch and in isolation, the model can benefit from the wealth of text on the web or other tasks with rich annotations. This additional data enables the training of bigger, more expressive networks. However, it also dramatically increases the computational cost of training, with recent models taking up to hundreds of GPU years to train. To alleviate this cost, I develop transfer learning methods that learn much more efficiently than previous approaches while remaining highly scalable. First, I present a multi-task learning algorithm based on knowledge distillation that consistently improves over single-task training even when learning many diverse tasks. I next develop Cross-View Training, which revitalizes semi-supervised learning methods from the statistical era of NLP (self-training and co-training) while taking advantage of neural methods. The resulting models outperform pre-trained LSTM language models such as ELMo while training 10x faster. Lastly, I present ELECTRA, a self-supervised pre-training method for transformer networks based on energy-based models. ELECTRA learns 4x--10x faster than previous approaches such as BERT, resulting in excellent performance on natural language understanding tasks both when trained at large scale or even when it is trained on a single GPU.

Documentation Abstracts

Documentation Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Documentation categories.

Dissertation Abstracts International

Dissertation Abstracts International written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Dissertations, Academic categories.

1999 Ieee International Conference On Acoustics Speech And Signal Processing

1999 Ieee International Conference On Acoustics Speech And Signal Processing written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Electro-acoustics categories.

Very Large Data Bases

Very Large Data Bases written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Database management categories.

Linguistics And Language Behavior Abstracts

Linguistics And Language Behavior Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Language and languages categories.

Catalog

Catalog written by University of Colorado Boulder and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with categories.

Library Information Science Abstracts

Library Information Science Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Information science categories.

American Doctoral Dissertations

American Doctoral Dissertations written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Dissertation abstracts categories.

Proceedings Of The First International Symposium On High Performance Distributed Computing Hpdc 1 September 9 11 1992 Syracuse New York

Proceedings Of The First International Symposium On High Performance Distributed Computing Hpdc 1 September 9 11 1992 Syracuse New York written by IEEE Computer Society and has been published by Institute of Electrical & Electronics Engineers(IEEE) this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Computers categories.

Addresses issues on the interface between the rapidly evolving fields of parallel and distributed computing. From a September 1992 symposium in Syracuse, New York, some 30 papers discuss such topics as tools and programming paradigm high-speed networks and protocols, multimedia, load balancing, and