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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)
Rangsthali Skirt Womens Long Bandhej Bandhini Cotton EU1QtRcoSG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ shoe Frissco formal mens San 0rEYXWg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Rangsthali Cotton Bandhej Bandhini Womens Long Skirt
Brand
Rangsthali
Product Code
APPRANGSTHALI-CRANG20379F691DC61
Color
Multi
Size
Free Size
Material
Cotton
Occasion
Ethnic
Pattern
Solid
Sleeve
NULL
Neck Type
NULL
Fit
Regular
Gender
Women