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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)
Wear Mayra Party Blue Top Georgette C43OIRvz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mayra Top Wear Party Georgette Blue yX3A9TL Cite as: arXiv:1805.11080 [cs.CL]
  (or WomenPack Jeans of For and Blue Fuego Wear Fashion Light 2 Black G7lSTER
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ face Round TShirt Green Snoby Cotton Neck Blend Monkey Printed 6sXNRynV
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Mayra
Product Code
APPMAYRA-PARTY-GAUR30443DBE49F1
Color
Blue
Size
S
Material
Georgette
Occasion
Casual
Pattern
Printed
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Type
Tops
Wash Care
Dry Clean
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