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The emergence of number and syntax units in LSTM language models

The emergence of number and syntax units in LSTM language models

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2197687846

The emergence of number and syntax units in LSTM language models

About this item

Full title

The emergence of number and syntax units in LSTM language models

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2019-03

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

Recent work has shown that LSTMs trained on a generic language modeling objective capture syntax-sensitive generalizations such as long-distance number agreement. We have however no mechanistic understanding of how they accomplish this remarkable feat. Some have conjectured it depends on heuristics that do not truly take hierarchical structure into...

Alternative Titles

Full title

The emergence of number and syntax units in LSTM language models

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2197687846

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2197687846

Other Identifiers

E-ISSN

2331-8422

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