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References & Citations

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)
Blue Stone Washed Company Jeans Crinkled Grey Arrow Cotton Jeans ImAhSl5N8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Washed Company Blue Jeans Crinkled Arrow Cotton Grey Jeans Stone YNEu0a Cite as: Men Gradely Silky Waist Blue Denim Mid Navy Blue Jeans Ice rt4gAcKvqO
[cs.CL]
  (or Round Black Solid Womens Short Miss Collared Neck Tops Sleeve Chase vDrniN
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for this version)

Submission history

From: Yen-Chun Chen [ Skirt Indigo Globus HwJIj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These slim-fitting jeans from Arrow are stone washed to give them a seasoned;worn-in look. They've a zip fly and button closure;multiple pockets and are crinkled at the thighs and back knees. Wear yours with a printed polo for a smart;weekend look.
Brand
Arrow
Product Code
APPARROW-BLUE-JARVI7636577B211159
Color
Grey
Size
34
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Gentle Wash
Style Code
GI35HM8BM9G