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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)
Heusen Yellow Top Van BWmAf Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ High Low Hoodie CwaEx
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Make a bold style statement this weekend with this yellow top from Van Heusen Woman. Tailored for a comfort fit;this round-neck design is made from silk. Team this short sleeve top with black jeans and pumps to finish your ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-YADIT5099697995A62
Color
Orange
Size
L
Material
Silk
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Wash Care
Machine Wash
Style Code
VWTS517D011179