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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 People 7PYnHsNzb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
People Top Black HOuJup9 Cite as: arXiv:1805.11080 [cs.CL]
  (or Cotton Gopalvilla Bra Of 3 Womenss Air Sports pack p9yeiUKF9
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ New V Fashion Black Sleeveless Women Casual Tops Elegant Tshirt Chiffon Vests Office WaistCoat Lady Collar L RS7Uw
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Make a cool style statement over the weekend with this printed black top from People. Crafted for absolute comfort;this design features noodle-straps. Pair it with denims and wedges to finish your ensemble.
Brand
People
Product Code
APPPEOPLE-BLACKADIT509969867D293
Color
Black
Size
M
Material
Rayon
Occasion
Casual
Pattern
Printed
Sleeve
Sleeveless
Neck Type
Sweetheart
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907496822012
Style Code
P1F209318285100