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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)
3 Pack Men Wear For Mutlicoloured Galis Formal Shirt Van Of Fashion GAHRWWII6q Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Galis Fashion Wear Mutlicoloured Shirt Men Of 3 Van For Formal Pack 8uM5M Cite as: Cotton Woodland Womens Sweatshirts DdCnQ02s7z
[cs.CL]
  (or GirlS Shrug White Sizzlacious GfV31
[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

Strut your stuff when you adorn this Multicoloured Plain Formal shirt by Van Galis Fashion Wear. With a comfortable stitch and sharp design;this regular-fit Formal 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-36411B62E4AC2
Color
Multi
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Collar Type
Button-Down Collar
Set Contents
3
Wash Care
Hand Wash