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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)
Camel Men Casual Shoes Woodland Yk1CwDZeen Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Vigor Mens Grey adidas Bounce Shoes Running M 5OTJDbzK
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Add a new definition to your style with these cool-casual shoes specially designed for comfort. Team them with denim pants and collared shirt for that extra oomph factor!
Brand
Woodland
Product Code
FOOWOODLAND-MENSREE2519932F99BF1B
Color Discalimer
Product color may slightly vary due to photographic lighting sources or your monitor settings.
Size Guide
Refer to size guide for measurements.
Color
Beige
Size
UK 7
Material
Mesh
Type
Casual
Sole Material
Eva
Article Identification Value
G 777-Camel