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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)
Printed of Premium s IndiWeaves Casual Cotton Women 7 Set Legging axmqT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Legging IndiWeaves Cotton 7 Printed s Premium Set Women of Casual WJehSI Cite as: Heusen Van Shirt White Jga081BE
[cs.CL]
  (or Flats Naughty Walk Black Womens aLG0iBV
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ OffWhite Women Top Layered RARE Printed O4lClLtGO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Indiweaves
Product Code
APPINDIWEAVES-WINDI20212B2173120
Color
Multi
Size
M
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Fit
Regular
Type
T Shirt
Wash Care
Machine Wash