Research Article

SentMask: A Sentence-Aware Mask Attention-Guided Two-Stage Text Summarization Component

Table 3

The ROUGE results on the AESLC dataset.

Model categoryModelsROUGE-1ROUGE-2ROUGE-L

SemisupervisedTextRank11.323.8810.14
GenCompareSum10.143.859.53
TextRank + Seq2Seq10.093.719.45
SentMask22.310.7822.11

SupervisedTransformer15.047.3914.93
Pointer-gen17.025.4515.78
AESLC23.6710.2923.44
BART27.2414.0426.79
SentMask27.5814.1527.06