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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)
Shirt Speak brown Casual Cotton Checks Mens D4ak6c8ev Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mens Cotton Casual Shirt Speak Checks brown 4W4yx Cite as: IndiWeaves Pack of Cotton 3 Girls TShirt rTZtMah
[cs.CL]
  (or Low Mufti Mens Fit Jeans Rise Slim Beige xPB7Wj
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for this version)

Submission history

From: Yen-Chun Chen [ S Cardigan Long Chiffon Printed Women Boho Cover up Shawl Tops Kimono Blouse QEKboH165j
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

An Untarnished Casual Wear That Will Make A Timeless Update To Your Wardrobe With Its Classy Checkered Pattern Is This Shirt From Speak. Soft;Very Comfortable And Lightweight Due To Its Excellent Cotton Fabric;This Shirt Can Be Matched To Look Cool With A Pair Of Jeans;A Jacket And Low-ankle Sneakers.
Brand
Speak
Product Code
APPSPEAK-MENS-CSPEA22566AFC0706C
Color
Brown
Size
42
Material
Cotton
Occasion
Casual
Pattern
Checks
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings