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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)
Top Orange Women CHINMAYA Casual Printed TzfVPm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Jones amp Jack Sneaker Snake aAVZjn
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

CHINMAYA Casual Printed Women Orange Top

Keep your look lively wearing this coloured top from the house of Mohta. This top is designed as per the latest trends. Designed to perfection, this classy top will look great when clubbed with trousers.
Brand
CHINMAYA
Product Code
APPCHINMAYA-CASMOHT5236325CA3FD76
Color
Multi Color
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tunics;Tops
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings