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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)
Black FAUSTO Men Formal s Loafers A6aTSfj Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
FAUSTO s Men Black Formal Loafers ytudfh Cite as: ColumbusTB301WhiteGreyLemon ggfU4bri
[cs.CL]
  (or COLOR JUNIOR BANTO BIG BJ66 TAN 66robWjowf
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Impress others with your stylish and unique fashion sense by adorning this black mens formal loafer from the house of the FAUSTO Its TPR sole offers slip resistance and the upper synthetic material is quite comfortable and stylish Pair this with your casual chinos and tees
Brand
FAUSTO
Product Code
FOOFAUSTO-BLACKFASH97070E26EEE86
Color
Black
Size
UK 9
Material
Synthetic
Sole Material
TPR