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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)
Men s Nike Shoes Runallday Blue Running vLYouVf Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Nike s Blue Shoes Men Running Runallday znqSYAxg Cite as: arXiv:1805.11080 [cs.CL]
  (or Pack Stylish 3 VanGalis Wear Of Men For Combo Fashion Jeans vfzIK
[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

Men's running shoes Nike RunAllDay offer cushioning and comfort all the way. The amplification system in the tread medium embraces the leg to secure fit;while soft rubber outsole and intermediate Phylon soles offer shock protection responsive.
Brand
Nike
Product Code
FOONIKE-MEN-S-RSHAK293993D4BAA41
Model Name
Runallday
Model Number
898464-400
Color
Blue
Size
UK 11
Material
Mesh
Type
Running
Sport
Running
Sole Material
PU
Fastening
Lace Up
Toe Shape
Round
Upper Material
Mesh
Style Code
898464-400
Occasion
Evening