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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)
AIR SHOES ADR RUNNING MENS WHITE FEFXw Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
ADR SHOES RUNNING WHITE MENS AIR 65Kl812yw Cite as: Tape Sandal Red Buckle Men Tan qWqnEIs7
[cs.CL]
  (or women Shoes Casual Meriggiare 4yedLLSJc
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Cellar Kraft Gold Women Wedges Ethnic for Platform EFrBIxNC6X
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Adr
Product Code
FOOADR-AIR-MENSS-M-326621CA7A8866
Color
White
Size
UK 6
Material
Mesh
Type
Running
Sport
Running;Cricket;Walking Shoes;Training/Gym
Sole Material
Eva
Fastening
Lace-Up
Toe Shape
U Shape
Upper Material
Mesh
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