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COTTON BLOCK JACKET PRINT Skp8f7
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 Maroon West Shorts Amari for 0BTlo4pSo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women for Maroon Amari West Shorts hKNnuG Cite as: arXiv:1805.11080 [cs.CL]
  (or OffWhite Blouson RARE PeachColoured Printed Top Women amp w5lyWeZpRF
[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

Amari West brings to you this solid maroon shorts. It has four pockets;belt loops and button closure. Its relaxed silhouette further compliments the comfort of its polycotton fabric. Wear it with a white top and a pair of sneakers.
Brand
Amari West
Product Code
APPAMARI-WEST-MINMA35437B82BE925
Color
Red
Size
30
Material
Cotton
Length
Short
Pattern
Solid
Fit
Regular
Type
Sports
Gender
Women