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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)
White Footwear Women Lavie ZM4Wi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Footwear Lavie White Women oAbkC Cite as: Lotto Black Ventura Running 20 Mens Shoes 4uCo0vT
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  (or Cotton For Vimal Grey Melange Women Trackpant KAh2i6UiLN
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for this version)

Submission history

From: Yen-Chun Chen [ Qupid Pink Women Solid Shoes Casual MidTop KKbuBA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Trendy lace up sneakers with leopard print on collar;Collar foam for extra comfort;Padded insole for day long comfort;Slip resistent TPR sole
Brand
LAVIE
Product Code
FOOLAVIE-ALL-STBAGZ326215A1C2A254
Article Code
FSEM090021M
Color
White
Size
EU 40
Sole Material
PVC
Fastening
Lace-Up
Toe Shape
Round Toe
Upper Material
PU