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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)
Indian Full Shirt Terrain Men Red Sleeve JeFkvSvTp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Indian Men Terrain Shirt Sleeve Red Full omTGy51PW5 Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Solid Shirt Slim Men Hancock Blue Formal Fit f2LyfqY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Indian Terrain Men Red Full Sleeve Shirt
Brand
Indian Terrain
Product Code
APPINDIAN-TERRAKAPS5784908C1F1BBB
Color
Pink
Size
XL
Material
Cotton
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Gentle Wash
Style Code
ITA17SHK247 LS-Red