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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)
Casual Brown Shoes Solly Allen DRvjwgoyW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Shoe Formal Wollsmart Tan nJq97eMl6s
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These brown lace-up shoes from Solly Jeans Co by Allen Solly are the perfect choice for trendy men. This pair features a contrast rubber sole for easy treading all day long. Team it with a funky yellow tee and chinos for a weekend carnival.
Brand
Allen Solly
Product Code
FOOALLEN-SOLLY-ADIT5099610F27117
Color
Brown
Size
UK 7
Sport
Walking
Upper Material
Leather
Article Identifier Type
EAN Cord
Article Identification Value
8907467236800
Style Code
ALSHL516108