Embroidered Styled Blue Women RARE Navy Back Top 8JxHm Embroidered Styled Blue Women RARE Navy Back Top 8JxHm Embroidered Styled Blue Women RARE Navy Back Top 8JxHm Embroidered Styled Blue Women RARE Navy Back Top 8JxHm Embroidered Styled Blue Women RARE Navy Back Top 8JxHm Embroidered Styled Blue Women RARE Navy Back Top 8JxHm
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)
Styled Back Women Top RARE Navy Blue Embroidered q8vmD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Embroidered Back Blue Styled Top Navy RARE Women j5j2Jejweo Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Skinny Huetrap Fit Solid tights Womens IW0rrbGop
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Navy blue embroidered knitted and woven styled back top, has a round neck, short sleeves
Brand
Rare
Product Code
APPRARE-WOMEN-NEPIC19987680FB7C1B
Color
Blue
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Embroidered
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Wash Care
Dry Clean
Disclaimer
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