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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)
Purple Textured Knighthood Fit Regular Formal Mens Shirt LSeMh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Formal Textured Knighthood Regular Fit Purple Shirt Mens RnNI37B Cite as: Skirt Skort s50PeVqhA
[cs.CL]
  (or SKIRT BLACK LONG TYBYG8lY
[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

Gift a trendy makeover to your formal outfit with this purple shirt from Knighthood. Fashioned from cotton blend , this cozy regular fit shirt has full sleeves and a shirt collar for completing it. This shirt will look extremely stylish when worn with solid trousers and derby shoes.

  • Model is 6'1", measures 40-35-39 and is wearing size 40-SF
  • Specific Fabric: 50% Polyester & 50% Cotton
  • Closure Type: Button
  • Cuff Style: One Button Mitered
Brand
Knighthood
Product Code
APPKNIGHTHOOD-TBIG-323393D2BA240B
Color
Purple
Size
44
Material
Blended
Occasion
Formal
Sleeve
Full Sleeves
Fit
Regular
Type
Formal Shirt
Gender
Men
Collar Type
Classic Collar
Pockets
1 Chest Pocket
Wash Care
Machine Wash