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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)
Slim Mens Knighthood Formal Blue Navy Textured Shirt Fit D1D9b Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Formal Textured Slim Knighthood Blue Fit Navy Shirt Mens h7vkR Cite as: Long Color Pure Beige Casual Sweatshirt Womens Lady Sleeve Sweater Fashion GOBRO DvLR5eBz
[cs.CL]
  (or Red Mens Leather 022 Rust Rc2501 Shoes Casual Chief hBD3D8IE
[cs.CL]
for this version)

Submission history

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

Description

Give a sleek transformation to your formal attire with this blue shirt from Knighthood. Made from cotton blend , this slim fit shirt delivers excellent wearing comfort. This solid shirt also comes with a cutaway collar and full sleeves for an added charm and style. Combine this shirt with grey trousers and Oxford shoes.

  • Model is 6', measures 39.5-33-37.5 is wearing size 40
  • Specific Fabric: 55% Polyester & 45% Cotton
  • Closure Type: Button
  • Cuff Style: One Button Mitered
Brand
Knighthood
Product Code
APPKNIGHTHOOD-TBIG-323393DFFB7DCB
Color
Blue
Size
40
Material
Blended
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Type
Formal Shirt
Gender
Men
Collar Type
Cutaway Collar
Pockets
1 Patch Pocket
Wash Care
Machine Wash