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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)
Neck O Sleeve Pleated Loose Casual Blue Fit Solid Blouse Women Navy n2h1Btw Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Loose Navy Fit Blue Pleated Neck Casual Blouse Women O Solid Sleeve AR8VJ Cite as: GreenToyWorld Soft Slippers MenBlackish for Toe Crash Ultralight Hollow uKJpLn
[cs.CL]
  (or BEAR Shirt THE Formal Mens HOUSE Dark Printed Blue SCyWm8fcgO
[cs.CL]
for this version)

Submission history

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

Description

. Brand: Meaneor Material: 97% Polyester and 3% Spandex Season: Summer;Autumn Collar: O-Neck Sleeve: Short Sleeve Pattern: Solid Decoration: Ruffles Fit Style: Loose Garment Care: Hand-wash max 40°C Our Model Information: Height 179cm;Bust 90cm;Waist 61cm;Hip 91cm Package Content: 1 x Women Blouse Note: As different computers display colors differently;the color of the actual item may vary slightly from the above images;thanks for your understanding. Size: There are 4 sizes (S;M;L;XL) available for the following listing. please allow 1-2cm differs due to manual measurement;thanks (All measurement in cm and please note 1cm=0.3937 inch)

Product Code
APPWOMEN-O-NECKBETT56809559F1F1E4
Color
Blue
Size
S
Material
Blended
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Set Contents
1 x Women Blouse
International Product
World Store