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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)
Low Rise Mens Super Fit Blue Skinny Spykar Jeans 03e0D Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mens Fit Rise Spykar Super Blue Skinny Jeans Low m6LZf9 Cite as: Skinny Blue Spykar Jeans Rise Low Mens Fit Light DdYnYpAlf
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Spykar Fit Super Mens Skinny Blue Jeans QGVnAE65Y
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Spykar Mens Blue Super Skinny Fit Low Rise Jeans ()
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU2010431A55AF4
Color
Blue
Size
38
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Article Identifier Type
8901241649794
Article Identification Value
Ean Code
Style Code
SS-02AG-24