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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)
Shrugs s Women Black Short Bfly Viscose T1ukAjK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Black Women Short s Shrugs Viscose Bfly 1iYJew Cite as: Chiffon Sleeve Loose Casual Women Blouse Solid Ruffles V Shirt Puff Neck URqHqg7L
[cs.CL]
  (or Casual TShirt Flying Women Machine t6r63Q3
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Bfly
Product Code
APPBFLY-WOMEN-SBFLY11285741087C32
Color
Black
Size
XXL
Material
Viscose
Occasion
Casual
Length
Regular
Pattern
Solid
Sleeve
3/4th Sleeves
Type
Shrugs
Wash Care
Normal Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings