CasualTop PM Printed Pink lLxPej CasualTop PM Printed Pink lLxPej CasualTop PM Printed Pink lLxPej CasualTop PM Printed Pink lLxPej CasualTop PM Printed Pink lLxPej
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)
CasualTop PM Printed Pink kpxEn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pink CasualTop Printed PM Vwg66gB Cite as: Red Yellow Button Down Men Tape Casual Solid shirts sCGNh
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Christys Comfort Shorts Cotton 100 hHefDHoU
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

PM-Printed-CasualTop-Pink
Brand
Pede Milan
Product Code
APPPM-PRINTED-CNSDS2084223349D3D
Color
Pink
Size
XL
Material
Georgette
Occasion
Casual
Pattern
Solid
Neck Type
Round Neck
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
PM-Printed-CasualTop