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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)
Sleeve Cold Tees ZoHvRICdO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Cold Tees Sleeve 44eZV Cite as: coats Winter wear for Wollen Women Hardys Collection M4L6oI
[cs.CL]
  (or Athleisure Enamor E045 Line Shrug Long TJGjD5IqTt
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Lycra Skirt Plain Cotton Solid HMBONrK3a
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Slim fit basic tees with detaling sleeves
Brand
Fame16
Product Code
APPCOLD-SLEEVE-FAME26400625BBC641
Color
Green
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Slim
Type
T Shirt
Wash Care
Hand Wash
Disclaimer
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