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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)
Chase Women Length Solid Relaxed Joggers Regular Black Miss Fit s ZNCl6a Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Womens TShirt Cotton For With Anixa Colored Top Printed Casual Regular Pocket Yellow IP7tm4a
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Round Printed Funny Cotton Neck White rabbit Blend Snoby TShirt tHP77yctu
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Black Cotton Solid Relaxed Fit Joggers;Has Drawstring Closure And Is Regular Length
Brand
Miss Chase
Product Code
APPWOMEN-S-BLACMISS20070A7320E49
Color
Black
Size
S
Material
Cotton
Length
Full
Pattern
Solid
Gender
Women
Set Contents
1
Wash Care
Machine Wash