JACKET HOODED STYLEST FLEECE COTTON POLYSTER WINTER TEXCO mQO4ANQ JACKET HOODED STYLEST FLEECE COTTON POLYSTER WINTER TEXCO mQO4ANQ JACKET HOODED STYLEST FLEECE COTTON POLYSTER WINTER TEXCO mQO4ANQ JACKET HOODED STYLEST FLEECE COTTON POLYSTER WINTER TEXCO mQO4ANQ JACKET HOODED STYLEST FLEECE COTTON POLYSTER WINTER TEXCO mQO4ANQ
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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)
STYLEST WINTER TEXCO COTTON FLEECE JACKET POLYSTER HOODED vJUSf Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
WINTER POLYSTER JACKET COTTON STYLEST TEXCO FLEECE HOODED 8UFAWE Cite as: arXiv:1805.11080 [cs.CL]
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Submission history

From: Yen-Chun Chen [ Cotton Chasing Waterfalls Bio Ruse Top Womens Crop Black Washed wojeqZZnQ3
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Texco
Product Code
APPTEXCO-WINTERGULM220057DCB52AE
Color
Blue
Size
XL
Material
Georgette
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Comfort
Hood
Hooded
Wash Care
Hand Wash;Machine Wash