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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)
Blue Jeans Allen Solly Ed7Plh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Blue Mens Regular Fit Rise Jeans GRADELY Low 5mMwKGWXm
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Showcase your trendy sense of style in these whiskered blue denims from Solly Jeans Co by Allen Solly. Made from cotton with a hint of stretch;this dark-washed pair is tailored in an ultra slim fit and features subtle fade effect. Pair these with a quirky tee and sneakers to complete your look.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996FC68179E
Color
Blue
Size
30
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Super Slim
Gender
Men
Article Identifier Type
Ean Code
Article Identification Value
8907741381073
Style Code
ALDN318J002485