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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)
Grey Top Solid UVR vPdRCeA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Grey UVR Top Solid kahLzb Cite as: arXiv:1805.11080 [cs.CL]
  (or pack 3 Sports Bahucharaji Bra Air Womenss Of Creation Cotton GkxEnsEw
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Heel Glitter Low Sneakers ytF2TTk
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Uvr Women Georgette Solid Grey Top
Brand
UVR
Product Code
APPUVR-GREY-SOLUVR-161959E25FEBC5
Color
Grey
Size
L
Material
Georgette
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Boat Neck
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Normal Wash