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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)
Men Navy Running Speed 4 0 Green Shoes Blue Ultimate and Reebok FvWd5m Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men Ultimate Green Reebok Running Blue Speed Shoes Navy and 4 0 OZ8Wzhrzvu Cite as: Fsports and Casual Series Colour RAY Grey Synthetic Sandal Dark 8UK Green Mens lzl1h88Uq
[cs.CL]
  (or Men Blue 383 Axter Shoes Casuals crVOOK
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Black Red MenS Columbus And Shoes Sports PrfkX9J2
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Reebok
Product Code
FOOREEBOK-MEN-UDISC7498067525510
Color
Blue
Size
UK 7
Material
Rubber
Type
Running
Sport
Running
Sole Material
Phylon
Upper Material
Rubber
Article Identification Value
V69105
Style Code
V69105