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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)
Linen Raymond Black Men Contemporary Fit Shirt FjVY8pw Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Cotton Round Blend Art Print TShirt Snoby CYAN Mask neck prrPNLy8
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Ideal For Smart Everyday Style, This Modish Shirt From Raymond Is Made With A Quality Linen And Comes In A Contemporary Fit For A Smart Look. The Shirt Is Cut With Long Sleeves, French Placket And A Semi Cut Away Collar.
Brand
Raymond
Product Code
APPRAYMOND-MEN-RAYM602824AC753D8D
Color
Black
Size
44
Material
Blended
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men