Fit Men Machine Mid Rise Jeans Flying Blue  s Regular mRBUIT6z
Knighthood Fit Slim Formal Printed Mens White Shirt B02Gst
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)
Fit s Jeans Regular Machine Men Mid Blue Flying Rise fSfXP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Rise Blue Machine Mid Flying Regular Men s Fit Jeans Ict1W0as10 Cite as: Arrow Sport Casual Shirt Men gThWJAw
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ 2 of trending shortSet Candy cotton House x3eBknatnX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
Flying Machine
Product Code
APPFLYING-MACHIARVI7636577C431EC5
Key Features 1
Blue
Key Features 2
Solid
Key Features 3
Regular
Key Features 4
Cotton Stretch
Color
Blue
Size
30
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Type
Regular
Gender
Men
Set Contents
1 Jeans
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
FMJN5563