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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)
Dark Maroon Contemporary Fit Raymond Shirt Cotton 4qShrj Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Maroon Contemporary Cotton Raymond Fit Dark 3TI32OR Cite as: Regular Blue Men Shirts Arrow eORPDv
[cs.CL]
  (or Running Blue Puma Mens DP Harbour Shoes 1jPAPGe3
[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

Exuding a colour pop-up effect with the white panel on the mandarin collar;this dark maroon formal shirt from Raymond promises to accentuate your on-duty look to the fullest. This full-sleeved;100% cotton shirt is soft against the skin and comfortable to wear all day long. Featuring a chest pocket for added functionality;it will go well with black trousers and shoes.
Brand
Raymond
Product Code
APPRAYMOND-DARKRAYM602824923FF04F
Color
Maroon
Size
38
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
RMSJ07134-M7