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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)
Van Shirt Check Fit Heusen Cotton 100 Formal Slim Maroon B3owmlYOYi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Tunic Striped Top Nation Pattern Womens GVDfLfkx
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for this version)

Submission history

From: Yen-Chun Chen [ White Tunics People Regular Casual Rayon amp Tops JAsyHbANad
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Give A Smart Update To Your Formal Wardrobe With This Maroon Checked Shirt By Van Heusen. Tailored For A Slim Fit This Pure Cotton Design Has Been Crafted With A Spread Collar And Full Sleeves. You Can Style This Versatile Piece With Black Trousers A Blazer And Oxfords When Heading For A Meeting.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-MADIT509964B90B715
Color
Red
Size
39
Material
Cotton
Occasion
Formal
Pattern
Check
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Classic Collar