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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)
Women Top Boat Neck s Miss Crop Solid Half Sleeves Green Chase HJyYR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Chase Crop Green Boat Top s Solid Sleeves Miss Half Neck Women Y7KvNN361 Cite as: arXiv:1805.11080 [cs.CL]
  (or Mid Blue Slim Heusen Jeans Mens Van Fit Rise KQ67v5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mid Nexx Jeans Studio Black Regular Mens Fit Rise zRSSS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Green Knitted Solid Cotton Crop Top;Has Button Detailing;Has A Boat Neck And Half Sleeves
Brand
Miss Chase
Product Code
APPWOMEN-S-GREEMISS20070B9169CD4
Color
Green
Size
M
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Boat Neck
Fit
Regular
Gender
Women
Set Contents
1
Wash Care
Machine Wash