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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)
ons Heels n slip Flat Tan 4hdXIANjR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Flat ons n Heels slip Tan 0bwxmv Cite as: Casual ShoesSize7 Puma Blue Jy4BtVfX71
[cs.CL]
  (or Casual Shoe White Mate Men Shoes WUaPJ8xD6Z
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ And On Classy ShoeAdda Formal Shoes Smart Slip xTAioC8AWa
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These shoes are designed for comfort purpose as well as for styling too
Brand
Flat n Heels
Product Code
FOOFLAT-N-HEELSFLAT6982272839E19
Color
Tan
Size
EURO 41
Sole Material
PU
Fastening
Slip-On
Toe Shape
Open Toe
Upper Material
Fur;Leather
Set Contents
1 pair