Purple Heusen Shirt Van ZVstxcaP4x Purple Heusen Shirt Van ZVstxcaP4x Purple Heusen Shirt Van ZVstxcaP4x Purple Heusen Shirt Van ZVstxcaP4x
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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)
Heusen Van Purple Shirt vztwRgn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Van Purple Heusen Shirt dWnEoZ Cite as: Midi Waist Elastic Letter Skirt Ruffles Sheer Mesh Women Overlay r9fYE
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ ROCKERS Indigo ROAD Cotton Jeans Slim MENS Fit Pmp Denim Strech WCE8qZMOS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Instill confidence in your clients and cohorts alike with this textured purple shirt from Van Heusen. Made from pure cotton;this design is tailored for a comfort fit. Wear this full sleeve shirt with navy trousers and black Derbies for an impeccable ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-PADIT509966578E27C
Color
Pink
Size
40
Material
Cotton
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907747341804
Style Code
VHSF517M008669