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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)
Sports Grey Men Lee RUNNING s Cooper D0vKJA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Gear up for a session at the gym in style and ensure the utmost comfort for your feet with these grey running shoes from Lee Cooper. Featuring contrasting details all over and the brand logo at the side panels;these shoes are visually appealing as well as provide high performance. These have a mesh and synthetic leather upper that ensure durability and a fabric lining that ensure breathability.
Brand
Lee Cooper
Product Code
FOOLEE-COOPER-MALAM20392D82FBFBE
Color
Grey
Size
UK 9
Material
Mesh
Type
Running
Sport
Running
Sole Material
Phylon
Toe Shape
Round
Upper Material
Mesh
Article Identification Value
8907280124568
Product Dimension (In CM)
28x15x10 (LxBxH)
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings.