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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)
Cotton PrettySecrets Top S P2MKIge Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Top Cotton PrettySecrets S 4qPQM Cite as: Net Multi Komal Trading Shrugs Co juJhL3v
[cs.CL]
  (or Half Hardys Shrug New Net sWn9KcC
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ of ShrugsPack Womens 2 Cotton M3vDLqc
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Ditch those multiple layers for this all in one number under your favourite clothes. •Scoop neck •Built-in cups •Adjustable straps •Length of the Top-20 Inches �?5% Cotton;5% Elastane Model is wearing size S
Brand
PrettySecrets
Product Code
APPPRETTYSECRETPRET21916FE61DF49
Color
White
Size
S
Material
Cotton
Occasion
Casual
Length
Regular
Pattern
Solid
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
NW0087