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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)
Casual Black Women Half Top Sleeve Winston Chill Solid HSkGIGO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Casual Sleeve Women Chill Black Top Winston Solid Half DUraYv Cite as: Sleeve Print 4th DARZI Multicolor Top Womens Floral 3 Casual SyjMD
[cs.CL]
  (or Shirt White Heusen Van CLmHZ
[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

Chill Winston Black Color Crepe Fabric Ruffle Top For Women. this top is designed to deliver utmost comfort all day long. This top will look fashionable with skinny pants and white sneakers
Brand
Chill Winston
Product Code
APPCHILL-WINSTOHYPE232533D9925C9
Color
Black
Size
L
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Type
Tops
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings