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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)
White International Sleeve Bazaar Autumn Spring Long Embroidery Cats Women Shirts GsZwYV8R3 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 [ Polo Women US Assn Red TShirt mi6GVDhuv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Gender:Women

Decoration:Embroidery

Clothing Length:Regular

Sleeve Style:Regular

Style:Casual

Fabric Type:Broadcloth

Material:Cotton,Polyester

Collar:Turn-down Collar

Sleeve Length:Full

Pattern Type:cat

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color:blue ,pink ,white

season:spring,autumn,winter

style:women office shirts

decoration:cat embroidery ladies shirts

occasion:women business white shirts

size:S,M,L,XL

Unit Type: piece

Package Weight: 0.30kg (0.77lb.)

Package Size: 15cm x 15cm x 15cm (4.33in x 4.33in x 4.33in)

 

Product Code
APP2017-NEW-HIGNANT5818316F335112
Color
White
Size
S
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
3/4th Sleeves
Neck Type
V-Neck
Gender
Women
International Product
World Store