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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)
Manetti Blue Bruno Sandals uX5bN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sandals Bruno Manetti Blue 1aUfE Cite as: Black Bruno Bellies Manetti fZlFNPQkL
[cs.CL]
  (or Black754 Camfoot Men Casual Shoes 3secs6
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sport Clogs Duet Crocs Men cd6RD
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

About Brand :

Bruno Manetti, a footwear brand that represents the best of footwear tradition with distinct style, sophisticated elegance and uncompromising quality. At the same time, we strive to re-define the norm and set new trends in footwear. We tend to go beyond conventional solutions to anticipate and satisfy customers' tastes.Bruno Manetti specializes in delivering trendy and fashionable footwear in high quality. Innovative designs and careful craftsmanship is at the core of Bruno's creativity and modernity. Not only this, our dedicated team of stylist keeps an eye for what next to come in fashion of shoes. Bringing stylish footwear with fine craftsmanship at addictive prices is what we endeavour to deliver season after season.
Brand
Bruno Manetti
Product Code
FOOBRUNO-MANETTBRUN21202EA449B5D
Style Code
402-Green
Color
Beige
Size
EU 37
Material
Faux Leather
Sole Material
PU