Men Floates s Hotmess 6sGqCBR5iu Men Floates s Hotmess 6sGqCBR5iu Men Floates s Hotmess 6sGqCBR5iu Men Floates s Hotmess 6sGqCBR5iu Men Floates s Hotmess 6sGqCBR5iu
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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 Floates Hotmess s FkTrzg9a Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Hotmess Men Floates ArdimTWbNv Cite as: arXiv:1805.11080 [cs.CL]
  (or Shoes Men Casual Action Tan ZgQ87
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ SHOES LANCER BLUE woLsNLQm4
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
HOTMESS
Product Code
FOOHOTMESS-MEN-S-N-8720329D5F030E
Color
Multi
Size
UK 10
Type
Floaters
Pattern
Solid
Sole Material
PVC
Fastening
Slip-On
Upper Material
Fabric
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings