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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)
Shoes Height In For Increasing Dressing Increasing Celby Extra Formal Plain Height Black xfI7G Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Extra For Shoes Increasing In Increasing Height Black Plain Formal Dressing Height Celby hB38mX7exq Cite as: White casual sneaker NRYKlQHrDI
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Men Shoes 1533 For Jolla Jolly Black Canvas plqfZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Product Code
FOOCELBY-PLAIN-CELB750691C4DFCFC
Color
Black
Size
UK 4
Type
Formal
Pattern
Solid
Sole Material
PU
Fastening
Lace-Up
Upper Material
Leather
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