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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 Blue Running Goldstar Sport ILc1EK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Shoes Running Goldstar Sport 5SReq Cite as: SHOES HEELS SHERRIF BLOCK aY6zqQT
[cs.CL]
  (or Shoes Black Ajanta Formal Mens gITOPQ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Black n Stilettos Heels Flat XcXugeWz1l
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Goldstar
Product Code
FOOGOLDSTAR-BLUASHO278365C6008CE
Color
Blue
Size
UK 6
Material
Synthetic
Type
Running
Sport
Running
Upper Material
Synthetic