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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)
BLUE LANCER SHOES Ujsp1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
SHOES BLUE LANCER ONatw Cite as: arXiv:1805.11080 [cs.CL]
  (or 10 White And Blue Black 77 MenS M Uk Running Adidas Shoes Duramo Mesh dVb5L6s
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Submission history

From: Yen-Chun Chen [ Clarks Graze Wedge Women Leather Zia Black RiWdaAK
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Lancer
Product Code
FOOLANCER-SHOESR-M-6593567C327AD4
Color
Multi
Size
UK 8
Material
Mesh
Type
Walking
Sport
Walking Shoes
Upper Material
Mesh