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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)
Cotton Shirt Slim Men Fit Light Raymond Red BO4CfpofJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Raymond Cotton Fit Light Red Shirt Men Slim fGJnErCI5U Cite as: Running Wind Shoes Black Lotto Mens 1tMp1wPU
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Fit Formal And Shirt Hancock Navy Solid Slim Purple DzWKBVed3
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Cut in a slim fit for a tailored silhouette;this easy iron shirt from Raymond will make a great addition to your workwear wardrobe. Featuring full slevees and a spread collar with a contrast on button placket for a modern update. Crafted beautifully in cotton;patterned with checks.
Brand
Raymond
Product Code
APPRAYMOND-MEN-RAYM6028243BA1E7AA
Color
White
Size
44
Material
Cotton
Pattern
Check
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar