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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)
By T Blend Round Snoby Green Faith Cotton Walk Shirt Neck Printed The Quote 3u43z Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ INDIGO USA Four FIT Streachable Jump SLIM Mens Way BLACK WzpTMJLl
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Snoby offers round/v neck t-shirts which are made up of premium quality cotton blended material, bio-washed to ensure quality and comfort at the same time. Assorted inks are used to ensure the print quality maintained even after several washes. Snoby also offers a wide variety in casual as well as formal wear at the prices which are easy to reach. Snoby always keeps inventing new so that you can always be in the trend.
Brand
Snoby
Product Code
APPSNOBY-GREEN-SNOB623512DC8149B4
Color
Turquoise
Size
S
Material
Cotton
Occasion
Party
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
V-Neck
Fit
Regular
Type
T Shirt
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings