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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)
Olive Yellow Sparx Floaters 502 r6SkkjYh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Casual Women Patchwork Roll Chiffon Blouse Lace Up Sleeve Neck Notch B646Wh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Encapsulate an ultimate look, wearing these Floaters ensure that every nerve in your feet can relax on its comfortable sole. Club these floaters with your outfit to add a refined finish to your overall look for the day.
Brand
Sparx
Product Code
FOOSPARX-502-OLLOOK120670857ADCB5
Color
Olive
Size
UK 6
Material
EVA
Type
Floaters
Pattern
Solid
Sole Material
Eva
Fastening
Slip-On