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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)
Papsara Cotton Top Women Yellow H6sex Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Yellow Cotton Papsara Women Top up7AEvpQZE Cite as: White Fit Slim Shirts Mens Blue Casual Mufti JNrPQHT
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Formal Firemark Black Shoes vOgHwSg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Looking your best is no longer an ordeal! PAPSARA has a wardrobe solution for every casual occasion. Size is not an issue any more. It s all about preference;your preference! This casual sexy creation goes with just about any pair of jeans. As for heels or flats;again it s up to you. No need to worry about muffin tops and awkward bulges;the light material flows lightly over your mid section and around the arms creating the perfect fit. Georgette Round neck Half Sleeve Solid Dress.So you have the confidence to conquer and the style to inspire.
Brand
Papsara
Product Code
APPPAPSARA-YELLMAEE270920752E06B0
Key Features 1
Type: Women Top
Key Features 2
Fabric: Rayon
Key Features 3
Patern: Embrodered
Key Features 4
Care: Hand wash
Color
Orange
Size
M
Material
Rayon
Occasion
Formal
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1 Top
Wash Care
Hand Wash
Style Code
PACLTOCO1318TK