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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)
Purple Van Shirt Heusen crIOW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Heusen Van Purple UELal2G Cite as: arXiv:1805.11080 [cs.CL]
  (or Knit Dark Blue1 pc Short Crystal VM6RIYN
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual ShrugWHITE Womens Casual NET Sweekash SGWBxtao
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Instill confidence in your clients effortlessly with this purple check shirt from Van Heusen. Crafted from fine cotton;this design is tailored for absolute comfort. Pair this half sleeve shirt with black trousers and brogues to complete your look.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-PADIT50996F38ABB77
Color
Purple
Size
39
Material
Cotton
Occasion
Semi Formal
Pattern
Striped
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907747693088
Style Code
VHSH318M003049