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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)
s Derbys Formal Kielz Shoes Men R5NhBf Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Derbys s Formal Shoes Kielz Men 6Ex3blgedq Cite as: MENS FLAT TAN sSJNIT
[cs.CL]
  (or Kielz Men Casual Shoes Red DjnigEEoV
[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

Flaunt a relaxed;stylish approach with this ultimate pair formal shoes from the house Kielz. Experience endless comfort adorning this pair of formal shoes;which is crafted using comfortable Resin Sheet sole. A nice add-on to your footwear collection;it will go well with your outfit for the day.
Brand
Kielz
Product Code
FOOKIELZ-MEN-S-KIEL213388790017F
Color
Black
Size
EU 42
Type
Formal
Sole Material
Resin Sheet
Upper Material
Synthetic;Leather