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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)
Mesh s XT Training Men Puma V2 Shoes Pulse Blue 1PNEC Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s V2 Mesh Puma Blue Pulse XT Training Men Shoes BJdG8DNg8k Cite as: arXiv:1805.11080 [cs.CL]
  (or Color SneakersSneakers Multi Imported Raj Shoes AIJthtkB
[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

As PUMA s most dynamic men s training shoe;the Pulse XT v2 Wn s is a men s specific upper pattern. This training shoe is designed to adapt to the boldness and flexibility of any workout. This lightweight training shoe features a full length flex groove for dynamic multi-directional movement. The men's pattern has additional height in the upper for more ankle support.;Brand Color is TRUE BLUE-blue danube.
Brand
Puma
Product Code
FOOPUMA-MEN-S-PSETU201043A648B4A2
Color
Blue
Size
UK 10
Material
Mesh
Type
Running Shoes
Sport
Training
Sole Material
PU
Upper Material
Mesh