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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)
Stylish s T Regular Women Shirt Fit OCEAN RACE Ec2XA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Stylish OCEAN s Fit Shirt Women RACE T Regular V4WV0NIalM Cite as: shrugsPack 2 Womens Cotton of JMsISRU0
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Stylish and comfortable;these attractive colored Women & girls 1 2 Sleeve T.Shirts OCEAN RACE;The contrast colored Special Piping line at Neck and Special colored stitches sleeve and body hem add an element of style to your look. This pure cotton 1 2 Sleeve T-shirt are soft against the skin and comfortable to wear and trendy;comfortable for travel and holidays. This beautiful creation will give you a trendy look when clubbed with matching SHORTS;CAPRIS;JEANS.Etc..
Brand
OCEAN RACE
Product Code
APPOCEAN-RACE-WOCEA2354271335D9
Color
Blue
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Wash Care
Machine Wash