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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)
Maroon Round Neck Sleeves T for Shirt womens Cotton Cult Long color Fiction IQ2MS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fiction Neck Maroon womens Sleeves Shirt color Long Round for Cotton T Cult KCpdFo18 Cite as: Designers Light Shirt Fit Solid Blue Rg Slim Formal YGEbtJU8TW
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Celtic Top p8PK7B1P9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Get Your Weekend In Motion This Season With This Uber Cool Maroon Tshirt From Cult Fiction. Styled With A Scoop Neck, This Cotton Tshirt Is Best Worked With Distressed Denims And Loafers.
Brand
Cult Fiction
Product Code
APPCULT-FICTIONCULT2211786213BBA
Color
Red
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Round Neck
Gender
Women