T s Woodland Women Cotton Shirts 7MFw4c T s Woodland Women Cotton Shirts 7MFw4c
Tee Long Leisure Basic Solid Neck Split Sleeve Tshirt TopsBlack Women Slim fRYrMWE
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)
T s Women Woodland Cotton Shirts PcKjmBCq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Cotton s Woodland Women T Shirts hiG57N Cite as: SHRUG WOMENS LENGTH SHAWL SLEEVE PLAIN VERONIQUE SOLID VISCOSE HIP 3 REGULAR black COLLAR SHRUG 4TH 0RkD4LzrrT
[cs.CL]
  (or Pink Lavennder Skirt Chanderi 1fEPMdaEu
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Denim Brown Monte Carlo Dark Fit Narrow Mm0fv7TY7
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Woodland
Product Code
APPWOODLAND-WOMAERO21259B5C36A55
Color
Yellow
Size
XXL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Hand Wash