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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)
Spandex s Cotton Men Jeans Routeen Grey bVWJfX Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Cotton Grey Spandex Jeans Men Routeen J2kPny25 Cite as: arXiv:1805.11080 [cs.CL]
  (or Estrolo Denim Monochrome Mens Thread Embroidered AXcsGR
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Marie Claire Solid Black Top Women jgER2v
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Designed for men who never take a break from fashion is this pair of blue jeans from ROUTEEN Jeans. A trendy pick for the washed effect;these jeans will surely catch your fancy at once. Not just trendy;these jeans are highly comfortable as well;courtesy the cotton fabric. To flaunt your impeccable fashion sense;wear these jeans with a blue T-shirt and sneakers.
Brand
Routeen
Product Code
APPROUTEEN-MEN-SMAR255119DAA00F3
Color
Grey
Size
32
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Gender
Men
Wash Care
Machine Wash