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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)
Tshirt Yoga Sport Women PERF Fit for Regular Blue Nep Cotton FkMca Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Sports Shoes Air Running Shoes Airson tz3jnGmx
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Meditation is something that requires all your concentration at one place. You cannot practice yoga with an uncomfortable wear that diverts your mind towards it. So;get yourself the relaxed yoga tee that lets you perform your asanas easily.
Brand
PERF
Product Code
APPPERF-SPORT-BSAFE721665499735A9
Color
Blue
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Slim
Type
Tops
Gender
Women
Wash Care
Machine Wash