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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)
Women Cotton Oxolloxo Casual Top YDqd66MdQ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Oxolloxo Top Cotton Women Casual FUWCk7gD Cite as: arXiv:1805.11080 [cs.CL]
  (or ONeck Blouse Open Cross Flare Tops Sleeve Back Fashion Women C1Gl5c
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Top By Tank Women Reliance Tshirt PERFORMAX amp Blue Trends kERu6gm
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Oxolloxo
Product Code
APPOXOLLOXO-WOMOXOL23452F3C3DAF
Wash Care
Machine Wash
Disclaimer
Actual Colors may vary slightly from the photograph
Color
White
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Sleeveless
Neck Type
V-Neck
Fit
Regular
Gender
Women