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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)
Top Women F Solid Bardot Layered amp U Blue Navy np27F0p Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Low Jeans Actif Rise Spykar Rover Fit Mid Blue Mens MMYmuj3H
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for this version)

Submission history

From: Yen-Chun Chen [ Letter Print Men Drawsting Beach Waist Elastic Shorts for Casual jXCgzeGX
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Navy solid woven layered bardot top;has shoulder straps forming criss-cross on the back
Brand
U&F
Product Code
APPU-F-WOMEN-NAUNIQ202347FB11796
Color
Blue
Size
M
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
V-Neck
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Hand Wash