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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)
Design Sleeve Sheath Bazaar Long Sweater for Ladies Color V Pure Bandage Stylish International neck tpRyvl9TB5 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 [ Rajasthani Skirts for Rajrang Ankle Jaipuri Length Girls Color Print Red Cotton amp Women IUSE9Wh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Type: Pullovers

Material: Wool

Sleeve Length: Full

Collar: V-Neck

Style: Fashion

Elasticity: Micro-elastic

Weight: 0.226 kg

Package Contents: 1 x Sweater
Please Note:

Due to possible physical differences between different monitors (e.g. models, settings, color gamut, panel type, screen glare, etc), the product photography is illustrative only and may not precisely reflect the actual color of the item received.
Style and Fit Disclaimer:

We can guarantee that the overall style displayed in the photography is accurate, however there may be differences in how the style appears during wear. This depends on other physical variables, e.g. personal body size, body shape, limb proportion, height, etc.
Product Code
APPSTYLISH-V-NEDAMA3413241BBD8EB8
Color
Black
Size
Others
Gender
Women
International Product
World Store