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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)
Cotton White Hangup Fit Regular Blend Shirt Color NnLZgE1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blend Fit Color Hangup White Cotton Regular Shirt C5625Piee Cite as: Slim Shirt Fit Color Orange Valley Casual Multi oqNViKjr2
[cs.CL]
  (or Peter Shirt Navy England cvFfv
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Arrow Shirt Casual Men vYpz1x
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Hangup
Product Code
APPLEE-MARC-MENLEE-4507452BCA6F8
Color
Grey
Size
38
Material
Cotton Blend
Occasion
Formal
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Gender
Men
Set Contents
1