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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)
Men Crocs Clogs Baya Grey ufRvNOrnT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Baya Men Grey Crocs Clogs SZF1URHdp Cite as: Sports RUNNING Cooper Mens Lee Grey Uv5yZrP2Mq
[cs.CL]
  (or Sandals Blue Sparx 2aWgtyw16D
[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 with these stylish and unique grey clogs as per the latest fashion trend from the house of Crocs. Super comfortable clogs with croslite as upper material and sole material.
Brand
Crocs
Product Code
FOOCROCS-MEN-BAVIRA5841771BA15764
Color
Grey
Size
UK 9
Upper Material
Resin
Set Contents
1 Pair
Style Code
10126