Golden Catwalk Wedges ZWUdsx27v Golden Catwalk Wedges ZWUdsx27v Golden Catwalk Wedges ZWUdsx27v Golden Catwalk Wedges ZWUdsx27v Golden Catwalk Wedges ZWUdsx27v
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)
Catwalk Golden Wedges qLgO75i3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Wedges Catwalk Golden f2D04 Cite as: Regular Allen Cotton Red Solly Dresses 32LFZhZB
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Tape Red By Street Sandals Tan Men Bond h5vpYCN2
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
Catwalk
Product Code
FOOCATWALK-1057CATW40072450149A5
Sku continuity
Continued
Color
Brown
Size
EURO 37
Material
Synthetic
Sole Material
Rubber
Heel Type
Wedges
Toe Shape
Round Toe
Upper Material
Synthetic
Heel Length
Low: 1.5-2.5 inch
Article Identification Value
8903193416462
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings.
Set Contents
1