Formal Fit Knighthood Regular Green Shirt Solid Light XYSRtF Formal Fit Knighthood Regular Green Shirt Solid Light XYSRtF
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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)
Regular Green Solid Shirt Fit Knighthood Light Formal LwgDnHhha5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Keep surprising your colleagues as you go to office wearing this formal shirt from the house of Knighthood. Made from synthetic this formal shirt lends comfort and care to your skin. It has full sleeves and cut away collar for a superior look.

  • Closure Type: Button
  • Cuff Style: One Button Barrel
  • Model is 6'2 & is wearing Size 40
Brand
Knighthood
Product Code
APPKNIGHTHOOD-LBIG-323393434728D6
Color
Green
Size
42
Material
Polyester
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Type
Formal Shirt
Gender
Men
Pockets
1 Chest Pocket
Wash Care
Machine Wash
Article Identifier Type
EAN Code
Article Identification Value
8907515596283