VERONIQUE S VISCOSE LENGTH HIP REGULAR SHRUG FULL WOMEN SHAWL PINK COLLAR SLEEVE DARK MirzA VERONIQUE S VISCOSE LENGTH HIP REGULAR SHRUG FULL WOMEN SHAWL PINK COLLAR SLEEVE DARK MirzA VERONIQUE S VISCOSE LENGTH HIP REGULAR SHRUG FULL WOMEN SHAWL PINK COLLAR SLEEVE DARK MirzA VERONIQUE S VISCOSE LENGTH HIP REGULAR SHRUG FULL WOMEN SHAWL PINK COLLAR SLEEVE DARK MirzA VERONIQUE S VISCOSE LENGTH HIP REGULAR SHRUG FULL WOMEN SHAWL PINK COLLAR SLEEVE DARK MirzA VERONIQUE S VISCOSE LENGTH HIP REGULAR SHRUG FULL WOMEN SHAWL PINK COLLAR SLEEVE DARK MirzA
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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)
REGULAR SLEEVE HIP VERONIQUE COLLAR PINK DARK S LENGTH WOMEN SHRUG VISCOSE SHAWL FULL QxJruyTo3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
VERONIQUE REGULAR WOMEN SHRUG DARK LENGTH PINK FULL VISCOSE COLLAR SHAWL HIP S SLEEVE 8ylhb Cite as: Elle Jacket Women Casual 2jlKTaQ
[cs.CL]
  (or shrug Women pink short light xQWyM3a
[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

Cover up in style with this shrug from VERONIQUE. Layer it over a solid tee or a top and a pair of skinny fit jeans for a smart look.
Brand
Veronique
Product Code
APPVERONIQUE-WOVERO3231323B48886
Color
Pink
Size
S
Material
Viscose
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Type
Shrugs
Gender
Women
Set Contents
1
Wash Care
Hand Wash