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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)
Skirt Cottinfab Spandex Black O2pMr Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ Four Casual Mens Brown Shirt Oh One 1FhPva
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Elastic on waist, side open button and zip, knee length short skirt.
Brand
Cottinfab
Product Code
APPCOTTINFAB-BLCOTT255954553E362
Washcare
Gentle wash, dry in shade, wash with similar color
Disclaimer
Actual Colors may vary slightly from the photograph.
Look
Formal
Print
Solids
Length Type
Mini
Color
Black
Size
28
Material
Blended
Occasion
Formal
Length
Mini
Pattern
Solid
Neck Type
NULL
Gender
Women