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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)
Leather Boots Labriza Zipper Black Women ehwGfOi8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Leather Women Boots Labriza Zipper Black 0BOBb3eARm Cite as: Thick Ladies Heel Shoes MANXIXI High Buckle Double Design BY1NGgr
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Women of 2 Printed Tops amp White Uamp Pack F Black LjYRJGP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
La Briza
Product Code
FOOLABRIZA-BLACLA-B21463C8BD22CE
Style Code
1842black
Sku Continuity
Continued
Color
Peach
Size
EURO 38
Sole Material
Rubber
Toe Shape
Round Toe
Upper Material
Leather
Article Identifier Type
Ean Code
Article Identification Value
2011842001382