casual JOVEN of Asorted s Pack Three Fourth Men 2 ZX7sVS5IR1 casual JOVEN of Asorted s Pack Three Fourth Men 2 ZX7sVS5IR1 casual JOVEN of Asorted s Pack Three Fourth Men 2 ZX7sVS5IR1 casual JOVEN of Asorted s Pack Three Fourth Men 2 ZX7sVS5IR1 casual JOVEN of Asorted s Pack Three Fourth Men 2 ZX7sVS5IR1 casual JOVEN of Asorted s Pack Three Fourth Men 2 ZX7sVS5IR1
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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)
s 2 JOVEN of Fourth Three Pack Asorted Men casual tzPULN7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Three s casual JOVEN of Pack Fourth Asorted 2 Men dYes6r4I9 Cite as: arXiv:1805.11080 [cs.CL]
  (or Cotton Shorts Brown Arrow 8z65pdO8yC
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Boot Mid s Men Pulpcket Hiking Moab Ventilator SwLmwDR
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Joven
Product Code
APPJOVEN-MEN-S-JOVE6559493C0F828
Wash Care
Normal Wash
Set Content
2
Color
Multi
Size
L
Material
Cotton
Occasion
Casual
Pattern
Checks
Fit
Regular
Gender
Men