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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)
Heels Black Addons DCQyLwz2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Black Addons Heels FnmUrQlBk Cite as: Shoes Vostro Traveller Men Sport Navy yCg3ie
[cs.CL]
  (or Formal Mazzi Shoes Mens Angelo eFA6iW9
[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

A timeless shoe in an ever-elegant silhouette. Addons features a feminine pointy toe, finished in faux leather with embellishments, making it a versatile choice for an occasion.
Brand
Addons
Product Code
FOOADDONS-EMBELADDO21142F3C416D6
Color
Black
Size
EURO 40
Type
Pumps
Pattern
Solid
Sole Material
Rubber
Heel Type
Stiletto/Pumps
Toe Shape
Pointed Toe
Upper Material
PU
Heel Length
Medium: 2.5-3.5 inch
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Occasion
Casual