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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)
Cotton American Blue s Tights Elm Women Fx0sf6jZ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
American Elm Blue Women Cotton Tights s MshmJ Cite as: Print Design Pocket Sleeve Ladies for Collarless Cardigan Trendy Long RadIMHHW
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Surreal, A Perfect Word That Will Define Your Style As You Wear This Churidar From The House Of American-Em. Crafted From Cotton Comes In Skinny Fit. Create An Absolutely Amazing Look With This Churidar And Some Antique Jewellery.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH4474138595AF4
Wash Care
Hand Wash;Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Color
Blue
Size
XXL
Material
Cotton
Length
Ankle
Pattern
Solid
Fit
Skinny
Gender
Women