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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)
Sandals Floater Men Tomcat SWPvPPAdd Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sandals Floater Men Tomcat jcTqF Cite as: DAY MEN SHOE MILITARY COLOR RB502 SLIP SNEAKERS ON FOR FCO1l
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Outdoor Fashion Shoes Men Hiking 8CXQfD
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Product Details:-

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Brand
Tomcat
Product Code
FOOTOMCAT-MEN-FZAPP341076FC1CE23
Color
Black
Size
UK 10
Type
Sandals
Pattern
Solid
Sole Material
TPR
Fastening
Velcro
Upper Material
Synthetic;Leather