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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)
Paragon Black Men Sport Shoe uD1N3N7x0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men Shoe Paragon Black Sport esxTmIhqKQ Cite as: arXiv:1805.11080 [cs.CL]
  (or Urbano Fit Jeans Slim Mens Stretchable Jogger Fashion Black 6hx6GniCE
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Running Men Shoe Sports ARMADO Black752 guSDjHeozo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Paragon's Stimulus collection presents lace up sports sneakers for men. These sneakers are comfortable and stylish and are available in black.
Brand
Paragon
Product Code
FOOMEN-BLACK-SPPARA517164FB870D45
Color
Black
Size
UK 7
Type
Running
Sport
Running
Sole Material
PVC
Upper Material
Faux Leather
Style Code
FB9783GP-Black
Occasion
Sports