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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)
Monte Dark Fit Skinny Blue Denim Carlo 0WC8pnn7ZP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Shirt Check Slim Arrow Cotton Blue Fit mJvtm
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Formal Blue Shirt Slim Checked Fit Hancock IX3svGy
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Monte Carlo
Product Code
APPMONTE-CARLO-E-SH340705ABE9759
Color
Blue
Size
32
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Set Contents
1
Style Code
2180871993DN-2