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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)
And Full Cotton Combo Navy CHOKORE Sleeves Blue Formal Shirts Pink aw8MAt72fD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Formal Mens Oh Four One Shirt Blue R8cDVajav
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

The Executive Collection from Chokore;75% Cotton 25% Polyester;daily business workwear for men. Pair it with a matching pair of trousers for a smart and confident look. Regular wash and iron.
Brand
Chokore
Product Code
APPCHOKORE-COTTRANG212963B1769A16
Color
Multi
Size
XL
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
2
Style Code
FCOM107