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References & Citations

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)
White Front Shrug Black Texco Open amp Off party lace p3lq4zii Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Open Shrug White party Black Texco amp Off Front lace nbNv9 Cite as: Basic TopsWhite Neck Round Sleeve Betterlife Short TShirt Womens Print Casual g7KZnvadBt
[cs.CL]
  (or MultiColoured Freya Around Wrap 100 Size Cotton Free Jaipuri Studios Skirt Womens TA6cjm
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ For Coat Winter Wear World Wollen Kritika c4EjA5raY6
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Liven up your wardrobe with this comfy &fashionable shrug. Layer this off white piece on a black dress & neutal pumps to put on a fashionable face the next time you are headed out to the bars.
Brand
Texco
Product Code
APPTEXCO-OFF-WHGULM22005E8999D9
Color
Multi
Size
S
Material
Viscose
Occasion
Party
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Type
Shrugs
Wash Care
Hand Wash
Wash Type
Enzyme Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings