Allen Solly Shrug Blue Sb7SOnzKFz Allen Solly Shrug Blue Sb7SOnzKFz Allen Solly Shrug Blue Sb7SOnzKFz
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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)
Allen Blue Shrug Solly ALTtYN4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solly Blue Allen Shrug tbrMTQ Cite as: Womens Top Alibi IyxjJxBmK7
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Have an unconventional approach to summer collection with this classic Blue Shrug from the house of Allen Solly. Made out of viscose, this summer jacket is very soft and breathable. You can wear this over the top to look best.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-TREN5099697AF720C
Disclaimer
Actual Colors may vary slightly from the photograph
Collection
Solly
Color
Blue
Size
L
Material
Viscose
Occasion
Casual
Neck Type
NULL
Type
Shrugs
Gender
Women