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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)
Chase Sleevless s Bodysuit Striped Neck Miss Black and White Round Women KanaLK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Bellies Carrito Women Black AoWJ954
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This Striped Bodysuit Is Uber Chic, And An Absolute Must Have For Your Wardrobe! STYLE TIP: Pair This With A Bright Coloured Maxi Skirt For That Pop, Or Go With White Skinny Jeans For A Look That s More Classic.
Brand
Miss Chase
Product Code
APPMISS-CHASE-BMISS20070286B83DD
Wash Care
Cold Machine wash with similar colors, Do not Bleach, Tumble Dry Low, Warm Iron
Wash Type
Cold Machine wash with similar colors, Do not Bleach, Tumble Dry Low, Warm Iron
Disclaimer
Actual Colors may vary slightly from the photograph
Color
Black
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Gender
Women