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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Glitzy Galz Women Brown Strap Ankle Heel 3ULSDb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ view email ]
[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-GLIT71748B91077C4
Color
Brown
Size
EURO 41
Pattern
Solid
Sole Material
Resin Sheet
Heel Type
Block Heel
Toe Shape
Round Toe
Upper Material
Synthetic;Leather
Heel Length
Medium: 2.5-3.5 inch
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Occasion
Casual