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Abstract: Inspired by how humans summarize long documents, we propose an accurate and fast summarization model that first selects salient sentences and then rewrites them abstractively (i.e., compresses and paraphrases) to generate a concise overall summary. We use a novel sentence-level policy gradient method to bridge the non-differentiable computation between these two neural networks in a hierarchical way, while maintaining language fluency. Empirically, we achieve the new state-of-the-art on all metrics (including human evaluation) on the CNN/Daily Mail dataset, as well as significantly higher abstractiveness scores. Moreover, by first operating at the sentence-level and then the word-level, we enable parallel decoding of our neural generative model that results in substantially faster (10-20x) inference speed as well as 4x faster training convergence than previous long-paragraph encoder-decoder models. We also demonstrate the generalization of our model on the test-only DUC-2002 dataset, where we achieve higher scores than a state-of-the-art model.
Comments: ACL 2018 (17 pages)
Top Black Solly Allen X6AFq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Women Rust amp Beige Cayman Sweater Patterned xEK6K0b1f
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996D28F8899
Collection
Solly
Color
Grey
Size
XS
Material
Georgette
Occasion
Casual
Pattern
Polka Dots
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Type
Tops
Gender
Women
Set Contents
1