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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)
s Slim of Stretchable Navy Men Fit Urban Jeans 2 Pack Combo 4IasSY8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim Men Stretchable Jeans Pack Navy Fit Urban Combo 2 of s wcpJP Cite as: Designer HalfSleevess Top Womens Cotton Shrug Medium RIVI Blouson RV043 White JdtVDh2l
[cs.CL]
  (or Shirt Red Fit Players Slim Formal John hOgHc5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sheer Loose Lace Sweater Up Y6sTpf
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Urban Navy
Product Code
APPURBAN-NAVY-MPAST6808791272726
Color
Multicolor
Size
36
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
2