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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)
Shirt Mens Solid Pin NYX Tuck Studio Slim Fit Black nb9aO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Studio Slim Solid Mens Shirt NYX Tuck Black Pin Fit WpVFy Cite as: Heusen Shirt Van Navy mmYkS
[cs.CL]
  (or Round Cotton Kalt Sweater Neck Casual Self Womens Design I3HADaj
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Slim Allen shirts Formal Cotton Solly Multi V8B6VLjG
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Slip on the black shirt from Studio NYX to dress well daily and create an impeccable look. This slim fit cotton fabric shirt and full sleeves. Style this shirt with matching color trousers to complete your business attire.

  • Model is 6', measures 38-34-39 and is wearing size 39
  • Closure Type: Button
Brand
Studio NYX
Product Code
APPSTUDIO-NYX-SBIG-3233937F929313
Color
Black
Size
42
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Type
Party Wear Shirt
Gender
Men
Collar Type
Classic Collar
Pockets
1 Chest Pocket
Wash Care
Machine Wash