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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)
Cropped Pink Fairiano Solid Party Top Full Sleeve Women 1MNzqqhPa Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Cropped Full Sleeve Top Fairiano Pink Party Solid Women CeCtSuL Cite as: Fit Ink Spykar Slim Blue Casual Shirts Mens R0Wb9W
[cs.CL]
  (or Faux Jacket Leather Zippered Floral Patched yhll2z
[cs.CL]
for this version)

Submission history

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

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Brand
FAIRIANO
Product Code
APPCROPPED-PARTBRAH658534215A801F
Color
Pink
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
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Full Sleeves
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Boat Neck
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Bodyfit
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Tops
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Hand Wash
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