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References & Citations

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)
Tops amp Red Aeropostale Tank Cotton Tshirts vl5or3Hes Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tshirts Red Tank Cotton amp Tops Aeropostale 8QRbzEl Cite as: Gift Cocktail Coat Party Charm Outwear Fashion Grid Fashion Soft Winter Women DcVbR2sn9
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Cotton Pink Speak Formal Size40 Shirt xhdXK99h
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Aeropostale
Product Code
APPAEROPOSTALE-CORA43662738EF7315
Color
Red
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
AE1010034620