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References & Citations

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)
Nexx Denim Studio Slim Fit Jeans Blue KwJEEm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Denim Slim Jeans Fit Blue Studio Nexx wUGotsDY2 Cite as: Jeans Womens Casual Pepe Jean Axvcu
[cs.CL]
  (or Toe Up Bazaar Mesh Shoes Ladies Breathable Round Casual Running Lace International t2PjLuhs1L
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for this version)

Submission history

From: Yen-Chun Chen [ Womens Shoes Carrito Sneaker ql7CSCo5h1
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A pair of blue woven mid-rise 5 pocket slim fit jeans, lightly washed with whiskers,has a waistband with belt loops, zip fly and a button closure and a brand patch on the back waistband. This pair of jeans from Studio Nexx will elevate your style quotient.
Brand
Studio Nexx
Product Code
APPSTUDIO-NEXX-STUD27189A94055B7
Washcare
Mild Wash
Disclaimer
Actual Colors may vary slightly from the photograph.
Color
Blue
Size
32
Material
Corduroy
Rise
Mid Rise
Length
Ankle Length
Pattern
Solid
Fit
Slim
Type
Jeans
Gender
Women