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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)
Sweater Grey Regular Fit Lee 6Tm7xB Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Lee Grey Regular Sweater Fit 2hTCd Cite as: Shirt Sleeve Balista 44 Giza Egyptian Ply Full 2 Size Cotton White i2FPLQDOrx
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Sleeve Cotton Fleece Tshirt LL Store Long SvB1PWC
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Lee
Product Code
APPLEE-GREY-REGSAI-113585D0498B4
Color
Grey
Size
S
Material
Viscose
Occasion
Casual
Pattern
Striped
Sleeve
Full Sleeves
Neck Type
NULL
Fit
Regular
Gender
Women
Article Identifier Type
Style Code
Article Identification Value
LESW1657