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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)
Crop Print Top Black Rigo Peace x9C1C Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Peace Rigo Top Black Print Crop 09E6Kd Cite as: arXiv:1805.11080 [cs.CL]
  (or Solid Sleeveless Top Woven Green Bella Womens Abiti sEMM0
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Black Mens Filberto Outdoor Sandals QIjay
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Flaunt your urban cool style by donning this peace motif printed crop top by RIGO. Pair it with slim fit leggings or shorts and flats as per occasion
Brand
Rigo
Product Code
APPRIGO-PEACE-PRIGO201046973814A
Color
Black
Size
M
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Gender
Women
Set Contents
1
Wash Care
Hand Wash