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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)
Fashion The slip Shoes Purple Shoes Sports Men Breathable Non New Cloth Camouflage Mesh GOBRO Casual Student 1xoJP4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Bellies Brown Allen Solly osfPJwd
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Style:Casual

Function:wear;non-slip;light;breathable

suitable seasons:Spring;summer;fall

Applicable gender:Neutral 

Pattern:Camouflage

Wearing style:Front Lace

Upper height:Low help

Soles craft:Viscose shoes

Applicable scene:Leisure

Size:35-46



Brand
GoBro
Product Code
FOOFASHION-THE-OUTD9653486482244C
Color
Purple
Size
UK 7
Material
Mesh
Type
Walking
Sport
Walking Shoes
Pattern
Solid
Sole Material
MCP
Fastening
Lace Up
Upper Material
Mesh
Product Dimension (In CM)
20x12x5
International Product
World Store