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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)
Casual amp Brown Kate Men Sandals Chris For MWnKS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[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

This product is made from synthetic material on the inside and outside and is finished in an attractive brown color. It features PU sole;Velcro Strap closure;and are designed to be used as casual wear footwear. Furthermore;it is recommended to be kept away from extreme heat and corrosive liquids to avoid damage.
Brand
Chris & Kate
Product Code
FOOCHRIS-KATE-BLIGO135509A4D6532F
Color
Brown
Size
UK 6
Type
Sandals
Sole Material
PU
Fastening
Velcro
Upper Material
Synthetic
Style Code
CK2021BK