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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)
Sport Nike Shoes Blue ILJsVMVGN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Sport Shoes Nike YiEd1Z Cite as: Mid Mens Fit Rise Slim People Jeans Blue j33P68hhAm
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Founded in 1964, Nike is the world's leading manufacturer of sports apparel, footwear, fragrances and sports equipment. Using high technology and design innovation, Nike continually creates what is aspired and not just what is necessary. All of Nike's products are meant to deliver high performance, durability and great comfort
Brand
Nike
Product Code
FOONIKE-BLUE-SPDISC749807EA73588
Color
Blue
Size
UK 6
Material
Mesh
Type
Running
Sport
Running
Sole Material
Phylon
Style Code
642198-406