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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)
REMANIKA Black Cotton fabric women Jacket color s Full Lycra Sleeves Rh6lLYpy Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sleeves s color women Jacket fabric Full REMANIKA Lycra Black Cotton AiMG4b Cite as: arXiv:1805.11080 [cs.CL]
  (or Cotton SKIDLERS Shrug Womens mW7VJtlkM
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Skirts Bepositive kK7iuB
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Put up your best look by getting this Black coloured jacket by REMANIKA. Fashioned from Cotton Lycra fabric;it will lend you immeasurable comfort also an ideal pick to wear over a plain white top with a pair of blue jeans and belly shoes.
Brand
Remanika
Product Code
APPREMANIKA-BLAREMA2477715C3A0E9
Color
Black
Size
XXS
Material
Cotton
Occasion
Casual
Type
Shrugs
Gender
Women
Set Contents
1 Jacket
Wash Care
Dry Clean
Style Code
SKBUCK