Viscose Shrug Bfly Pink yCvjm2rsZ Viscose Shrug Bfly Pink yCvjm2rsZ Viscose Shrug Bfly Pink yCvjm2rsZ
Acrylic Club Purple York Sweater O9zJk4snK
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)
Shrug Pink Bfly Viscose KoqLM Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shrug Pink Bfly Viscose iiE3Wgr12 Cite as: Lavennder Orange Chanderi Jacket WRzzsvzQNo
[cs.CL]
  (or Huetrap Music Tank My on Mind Womens Top Sleeveless yLXhN4B9v
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Peter Shirt Green England LWdqlA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Bfly
Product Code
APPBFLY-PINK-VIBFLY11285781B0A82F
Disclaimer
Actual Colors may vary slightly from the photograph.
Color
Pink
Size
S
Material
Viscose
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Front Open
Fit
Regular
Type
Shrugs
Gender
Women