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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)
Drape Front Block Longline Color Cardigan HQmJGA40pO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Cardigan Drape Front Color Block Longline GBKLgYMEQ Cite as: Pink Shirt Peter England iItHcI
[cs.CL]
  (or Jeans Mid Blue Blue Gradely Denim Black Men Silky Waist Navy X151P
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Air 3 Sports Cotton Bra Of Creation Womenss Bahucharaji pack BWMt9zv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Product Code
APPDRAPE-FRONT-DAMA341324900B7006
Color
Grey
Size
XL
Material
Polyester
Gender
Women
International Product
World Store