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- W2943249692 abstract "The Pointer-Generator architecture has shown to be a big improvement for abstractive summarization seq2seq models. However, the summaries produced by this model are largely extractive as over 30% of the generated sentences are copied from the source text. This work proposes a multihead attention mechanism, pointer dropout, and two new loss functions to promote more abstractive summaries while maintaining similar ROUGE scores. Both the multihead attention and dropout do not improve N-gram novelty, however, the dropout acts as a regularizer which improves the ROUGE score. The new loss function achieves significantly higher novel N-grams and sentences, at the cost of a slightly lower ROUGE score." @default.
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- W2943249692 date "2019-04-18" @default.
- W2943249692 modified "2023-09-27" @default.
- W2943249692 title "Point-less: More Abstractive Summarization with Pointer-Generator Networks." @default.
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