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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)
Being Men Shirt Fab Printed Casual Geometric s 1vPZy Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Printed Casual Shirt Men Being Fab Geometric s eDpeIDAr Cite as: arXiv:1805.11080 [cs.CL]
  (or wear Van For Galis Shirt Fashion Grey Formal Men 5nEFBq
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual Men Blue628 Camfoot Shoes t2g1AxpL0k
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

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Brand
Being Fab
Product Code
APPBEING-FAB-MEBEIN21167AFDF1720
Color
Purple
Size
40
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
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Neck Type
Classic Collar
Gender
Men
Set Contents
1
Wash Care
Machine Wash