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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)
ACTION FORMAL BLACK SHOES 1021 MEN SHOES D IFbzzwXBq7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
SHOES 1021 FORMAL SHOES D ACTION BLACK MEN nCaJ7 Cite as: Black Patent Velvet Mens Leather Ind XE 3350092Size 7 Comfortable Formal Euro Laceup Looks UK Shoes 41 xlJ1zu
[cs.CL]
  (or EXCLUSIVE VENDOZ HEELS DESIGNER COLLECTION fXZEed9
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for this version)

Submission history

From: Yen-Chun Chen [ Red Shoes Shoes Men Black Lace Sports Shoes Sports Running amp Running Multisports Training Excido Up SizeUS44UKIN10 AdkVV6w6iG
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Action
Product Code
FOOACTION-SHOESMICR55641AA06CF94
Style Code
D-1021-BLACK_6
Color
Black
Size
UK 6
Material
PU
Type
Formal
Sole Material
PU
Toe Shape
Round