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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)
Washed Jeans Slim Mens Buffalo Fit Blue 7iylXBcY8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Moda Womene Skirts Casual Vero dWfiEE7j2
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Buffalo Washed Slim Fit Mens Blue Jeans

  • Model is 6'3'', measures 40-32-38 and is wearing size 32
  • Waistband: Button
  • Pockets: 2 Front Pockets, 2 Back Pockets & 1 Coin Pocket
  • Stretchable: Yes
Brand
Buffalo
Product Code
APPBUFFALO-WASHBIG-323393D5D31B77
Color
Blue
Size
32
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Gender
Men