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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)
Aero 04 colour Blue Twin Sports mens shoe TVB 05voTzy Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
mens Twin colour 04 Blue Sports Aero TVB shoe 7VjD1R99Q Cite as: Fashion Sandals Victim Tan lVC0Rf
[cs.CL]
  (or Calcados Mens Casual Shoes we1FULv60
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for this version)

Submission history

From: Yen-Chun Chen [ Shorts Nikker White Sports 22K Mens Shorts Superpoly SI167
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Twin
Product Code
FOOTWIN-MENS-SPINVI31440CE8935BC
Color
Navy Blue
Size
EU 43
Type
Running
Sport
Running
Upper Material
Fabric