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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)
Skort Skirt c4tRW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ trending 4 cotton Candy shortSet House of 33Tc6806A
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Skort Skirt with back detailing concealed zip
Brand
Fame16
Product Code
APPSKORT-SKIRTFAME264006F3E7AD45
Color
White
Size
30
Material
Nylon
Occasion
Party
Length
Mini
Pattern
Solid
Type
Skorts
Wash Care
Hand Wash
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