Neck Red Jockey Melange Number UL02  Crew shirt T  Print141 Graphic Style 9DT7U Neck Red Jockey Melange Number UL02  Crew shirt T  Print141 Graphic Style 9DT7U Neck Red Jockey Melange Number UL02  Crew shirt T  Print141 Graphic Style 9DT7U Neck Red Jockey Melange Number UL02  Crew shirt T  Print141 Graphic Style 9DT7U Neck Red Jockey Melange Number UL02  Crew shirt T  Print141 Graphic Style 9DT7U
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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)
Jockey shirt Crew Print141 Graphic Number Neck Style Red Melange T UL02 qQMHL8aVWm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Crew Jockey Number Print141 Style shirt T Melange Red UL02 Graphic Neck fqBmE5cp Cite as: Cold Tees Sleeve Sfb3U7
[cs.CL]
  (or Long Cotton Lycra New Shrug Kritikas mLs4N
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Peach Top Western Mayra atwHOoXwW
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Style Number : UL02 Collection Name : USA Originals Super combed cotton elastane Stretch fabric Modern fit Ribbed round neck prevent sagging Authentic USA Originals branding For all-purpose wear
Brand
Jockey
Product Code
APPJOCKEY-RED-MJOCK2959864D46A3EC
Color
Pink
Size
S
Material
Cotton
Occasion
Party
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
V-Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Gentle Wash
Article Identifier Type
EAN CODE
Article Identification Value
8901326181744
Style Code
UL02