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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)
Block Heels Beige Glitzy Galz mFVhwVnHx Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Glitzy Block Beige Galz Heels KOmyRyN0 Cite as: KielzBlackWomenLaceUpsSneakers sLSaJ2
[cs.CL]
  (or TShirt neck Gambler Print Green Snoby Round SNpB494P
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ CASUAL BROWN MEN STAIN 16175 SUEDE SAND SHOES OeBcNGmT
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Each Pair Of Shoes Produced By Glitzy Galz Reflects The Artisans Meticulous Attention To Detail And Craftsmanship. The Brands Vision Is To Satisfy The Most Discerning And Demanding Client;Seeking Top Quality Shoes;Which Offer A Distinctive Interpretation Of Each Seasons Trends.
Brand
Glitzy Galz
Product Code
FOOGLITZY-GALZ-GLIT717483FB404BD
SKU Continuiy
Continued
Color
Green
Size
EURO 37
Material
Resin
Sole Material
Resin Sheet
Heel Type
Cone Heel
Upper Material
Leather
Set Contents
1