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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)
Linen Mens Cotton Solemio For Shirt phNrG4dmJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Tank amp Spaghetti WomenS amp Friskers Top Camisole jnX3imqQQ
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

SOLEMIO provides casual & formal apparels exclusively designed for young and dynamic male professionals, and for all occasions with the perfect blend of modernity and ethnicity. Wash Care: Do not bleach and tumble dry. Use gentle machine wash in cool water and gentle warm iron. Fabric Material: Linen Cotton. Measurement:- 38: Shoulder: 44 cms, Chest: 53 cms, Length: 77 cms| 40: Shoulder: 45 cms, Chest: 55 cms, Length: 79 cms| 42: Shoulder: 46 cms, Chest: 57 cms, Length: 81 cms| 44: Shoulder: 47 cms, Chest: 59 cms, Length: 82 cms
Brand
SOLEMIO
Product Code
APPSOLEMIO-LINEFITZ210166230D85B
Color
Pink
Size
42
Material
Linen
Pattern
Solid
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Wash Care
Machine Wash
Disclaimer
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