Deep Learning Based Abstractive Text Summarization: Approaches, Datasets, Evaluation Measures, and Challenges

Table 4

Abstractive summarisation datasets.

Reference	Training	Summarization Evaluation
[18]	Gigaword	DUC2003 and DUC2004
[39]	Gigaword	DUC2004
[50]	Gigaword	Gigaword
[29]	Gigaword	Articles from BBC, The Wall Street Journal, Guardian, Huffington Post, and Forbes
[38]	Gigaword	—
[54]	Gigaword and DUC2004	Gigaword and DUC2004
[51]	ACL anthology reference	ACL anthology reference
[52]	Gigaword and DUC2004	Gigaword and DUC2004
[53]	Gigaword and DUC2004	Gigaword and DUC2004
[56]	CNN/Daily Mail	CNN/Daily Mail
[57]	CNN/Daily and New York Times	CNN/Daily and New York Times
[58]	CNN/Daily Mail	CNN/Daily Mail
[30]	CNN/Daily Mail	CNN/Daily Mail
[35]	CNN/Daily Mail	CNN/Daily Mail
[59]	CNN/Daily Mail	CNN/Daily Mail
[60]	CNN/Daily Mail	CNN/Daily Mail
[61]	CNN/Daily Mail	CNN/Daily Mail
[55]	Gigaword DUC CNN/Daily Mail	Gigaword DUC CNN/Daily Mail
[62]	CNN/Daily Mail	CNN/Daily Mail
[65]	CNN/Daily Mail, NYT, and XSum	CNN/Daily Mail, NYT, and XSum
[63]	CNN/Daily Mail and DUC2002	CNN/Daily Mail and DUC2002
[64]	CNN/Daily Mail and Newsroom	CNN/Daily Mail and Newsroom
[49]	CNN/Daily Mail	CNN/Daily Mail