amp Red Regular Woman Women Arrow Tunics Tops UPu7fS3oJk amp Red Regular Woman Women Arrow Tunics Tops UPu7fS3oJk amp Red Regular Woman Women Arrow Tunics Tops UPu7fS3oJk amp Red Regular Woman Women Arrow Tunics Tops UPu7fS3oJk
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Women Red amp Arrow Woman Tops Tunics Regular tvL7DL Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Description

1
Brand
Arrow Women
Product Code
APPARROW-WOMAN-CORA43662769C11220
Color
Red
Size
M
Material
Georgette
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1 Top
Wash Care
Machine Wash
Disclaimer
Product color may vary depending upon availability
Style Code
AORW11762