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References & Citations

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)
Cotton Christy Casual Slim 2 Shirt Multi Of Set S Fit Collection 3LxA6 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Fanideaz Yellow for Polyester Captain America Shirt Silky Women T 1ijtsWiE
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Christy's Checks Shirt Made From Super-fine 100% Cotton Fabric. Styling Which Gives You A Smart Look At Work. With An Option To Fold The Sleeve Them You Get The Desired Macho Look.
Brand
Christy's Collection
Product Code
APPCHRISTY-S-COCHRI20834EDCCB904
Disclaimer
Color may be little very due to photo shoot.
Wash Care
Mild Wash
Set Of Contents
2
Color
Multi
Size
M
Material
Cotton
Occasion
Casual
Pattern
Checks
Sleeve
Full Sleeves
Neck Type
Collar
Fit
Slim
Gender
Men