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References & Citations

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)
John Fit Formal Players Shirt Regular Blue IMH5rBeW5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Players Blue Regular Shirt Formal John zqCVa7 Cite as: arXiv:1805.11080 [cs.CL]
  (or Cape Heusen Women Brown Van uaP423fU1
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual Solly shirts Slim Yellow Cotton Allen xLS8O
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

John Players REGULAR FIT Full Sleeve Formal Shirt
Brand
John Players
Product Code
APPJOHN-PLAYERSRUBI85687154C53085
Color
Blue
Size
40
Material
Cotton Blend
Pattern
Check
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Normal Wash
Style Code
JFMWSHCOR7037