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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)
Shirt Silk Regular Silk Fit Green Arrow qqilorvwlu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Green Shirt Silk Arrow Regular Fit Silk wYBtrj2 Cite as: Dark Terrain Jeans Blue Men Indian UTVFAzi
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Shirt Casual Cotton Bay Ridge XDOfo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Arrow's dark green shirt will inject a dose of flair into your wardrobe. Impeccably tailored from light silk;it's finished with a semi-cutaway collar and pearlescent buttons. Wear this regular-fit piece to bolster dark suiting.
Brand
Arrow
Product Code
APPARROW-GREEN-ARVI7636574A1D9C01
Color
Green
Size
40
Material
Silk
Occasion
Formal
Pattern
Solid
Sleeve
Half Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Gentle Wash
Style Code
A5849LVG70C