BERTSUM

GPTKB entity

Statements (27)
Predicate Object
gptkbp:instanceOf gptkb:convolutional_neural_network
text summarization model
gptkbp:architecture BERT encoder with summarization layers
gptkbp:basedOn gptkb:BERT
gptkbp:citation 1000+
gptkbp:codeAvailable https://github.com/nlpyang/BertSum
gptkbp:designedFor extractive summarization
gptkbp:developedBy gptkb:Mirella_Lapata
Yang Liu
https://www.w3.org/2000/01/rdf-schema#label BERTSUM
gptkbp:influenced gptkb:PEGASUS
gptkb:BigBird
gptkb:Longformer
gptkbp:input gptkb:text
gptkbp:language English
gptkbp:notablePublication Text Summarization with Pretrained Encoders
gptkbp:openSource true
gptkbp:output summary
gptkbp:paperVenue gptkb:EMNLP_2019
gptkbp:publishedIn 2019
gptkbp:trainer gptkb:XSum
CNN/DailyMail
gptkbp:usedFor document summarization
gptkbp:uses segment embeddings
sentence-level classification
gptkbp:bfsParent gptkb:CNN/Daily_Mail
gptkbp:bfsLayer 7