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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)
Campus Top Blouse Sutra Women vr8bTz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Campus Women Blouse Top Sutra UPVcG Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Top Pullover Falbala Plusee Plus Size Floral Womens uvzgxBtHc
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Add A Fresh And Vibrant Touch To Your Casual Wardrobe With This Chic Top From Campus Sutra. Team It With A Pair Of Blue Jeans And Flip-flops For A Cool Look.
Brand
Campus Sutra
Product Code
APPCAMPUS-SUTRACAMP1499837E16C
Color
Grey
Size
M
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Half Sleeves
Neck Type
Boat Neck
Fit
Regular
Gender
Women
Set Contents
1 Top
Wash Care
Machine Wash
Style Code
Ss17top_bnsknot_w_pln_chbl