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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)
Pattern Fashionable High Shoes Sports Running Print Lace Men for top Up qAzSymPoA0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fashionable Print top Sports Lace High Men Shoes Up Pattern Running for 6EFRKykOg Cite as: Leather Nature Black IV gZcuKKOJPy
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Color Fibre Breathable Shoes Vintage Men Weave Canvas Pure ccWQEI
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Product Code
FOOFASHIONABLE-BARG756562E9C10EA6
Color
Multi
Size
EU 44
Material
PU
Type
Running
Sport
Running
Sole Material
Phylon
Upper Material
PU
International Product
World Store