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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)
Fox shoes Office Men Premium Big s YWh0mR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Lace Casual Up Ladies Block Warm Shoes Color Hightop GOJig7q67H
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Big Fox
Product Code
FOOBIG-FOX-MEN-BIG-28677242B5A5DA
Color
Black
Size
UK 6
Type
Formal
Pattern
Solid
Sole Material
PU
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Synthetic;Leather