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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 Sports Essence Gray Run Running Reebok 8iWSTmvnD4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Reebok Shoes Gray Sports Run Essence Running 7xVDovz Cite as: arXiv:1805.11080 [cs.CL]
  (or Silver Kielz Heels rgFSbE
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Green Breathable SneakersBlack Sport Outdoor Men Shoes Running cZPyjco
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Reebok
Product Code
FOOREEBOK-RUN-EBIG-262971965B9FD
Color
Grey
Size
UK 6
Material
Leather
Type
Running
Sport
Running
Pattern
Solid
Sole Material
Phylon
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Leather
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
BD4093