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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)
Pleat Beige Accordion Flared Polyester Skirt ELLE xJEe1pn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Polyester Beige Accordion Pleat Skirt Flared ELLE oRQbUHcIC Cite as: arXiv:1805.11080 [cs.CL]
  (or Flying Casual Machine Women TShirt nJEM3
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sports Waist High Women Pants for Tights Ninth 1eBgU78bHE
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Elle's flared skirt is made from sharply pleated crepe fabric. It's cinched at the waist with an elasticized band. Wear yours with everything from ruffled blouses to printed tees and oversized hooded tops.
Brand
ELLE
Product Code
APPELLE-BEIGE-PARVI7636572ECBE534
Color
Beige
Size
30
Material
Polyester
Occasion
Casual
Length
Midi
Pattern
Solid
Fit
Regular
Type
Flared - Divided
Gender
Women
Set Contents
1
Wash Care
Gentle Wash
Style Code
7EO20L4MT6H