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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)
Jeans Blue Fit Slit Light Knee Men Estrolo Narrow s b2cl3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ Belt Skirt Solid Color Women Fashionable High Side for Slit Asymmetric Shir GlzuCjR
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Knee Slashes are in vogue and when they appear on contemporary denim colors they just rule the world - Like this piece with slashes on either knee making it in trend.
Brand
ESTROLO
Product Code
APPESTROLO-KNEEESTR612429F8B5575A
Color
Blue
Size
30
Material
Cotton Blend
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Disclaimer
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