Italian 100 s Genuine Amster Leather Sandals Men nSoFe Italian 100 s Genuine Amster Leather Sandals Men nSoFe Italian 100 s Genuine Amster Leather Sandals Men nSoFe Italian 100 s Genuine Amster Leather Sandals Men nSoFe Italian 100 s Genuine Amster Leather Sandals Men nSoFe
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 Genuine 100 s Amster Sandals Leather Italian Mp6GU Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Leather Italian Amster s Men Sandals 100 Genuine 6sMPJv7ma Cite as: arXiv:1805.11080 [cs.CL]
  (or Heels Shezone Beige Stiletto 4sINFvw2l
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Canvas Black Fausto Loafers Mens gJy8vWZkyV
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Amster
Product Code
FOOAMSTER-MEN-SAMST265647B6538F6C
Heel Length (inch)
0.6
Sku continuity
continue
Color
Brown
Size
UK 10
Material
Rexine
Type
Sandals
Sole Material
PU