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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)
Of For Formal Shirt Purple 2 Pack Men Cherry Wear Galis Van Fashion 20rxR2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Designers Formal Shirt Cotton Fit RG White Solid Slim Q2PyOT
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Strut your stuff when you adorn this Multicoloured Combo of Plain Formal shirt by Van Galis Fashion Wear. With a comfortable stitch and sharp design;this regular-fit casual shirt is fashioned using cotton that makes it a delight for your skin. Style it with contrast coloured chinos for an event that doesn't demand formals.
Brand
Van Galis
Product Code
APPVAN-GALIS-FAA-V-36411D986D8DD
Size
L
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
2
Wash Care
Hand Wash