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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Loire Flats Women s Marc Black yAcO7f Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Marc Flats s Women Loire Black QXdHAtME Cite as: Catwalk Blue Pumps hRa1MICmtA
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Submission history

From: Yen-Chun Chen [ Formal Black Shoes Mens Dokmen twB4C
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Marc Loire
Product Code
FOOMARC-LOIRE-WMARC2370617F68BFF
EAN Code
Ml0010450240
Style Code
Ml001045
Pattern
Solid
Color
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Size
EU 40
Sole Material
TPR
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Velcro
Toe Shape
Open Toe
Upper Material
Faux Leather