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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)
Cooper Brown Sandals amp Men LC1985 Floaters Lee vpiWZ53 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men Sandals Floaters Lee amp Brown Cooper LC1985 AedoOqeVDN Cite as: WHITE7 1AAROW 074 oI1gfZW3
[cs.CL]
  (or CottonShrugs CoMultiPoly Komal Trading FqvXvz
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Black Formal Shoes Kosher nTXhHCLFVh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A pair of leather sleepers from the house of lee cooper shoes;best for daily usage with extra comfort padding.
Brand
Lee Cooper
Product Code
FOOLEE-COOPER-MGURU20888570B904
Color
Brown
Size
UK 8
Upper Material
Suede;Leather