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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)
Blue Inthyng Square Jeans Multi Men Patched s 4jzsiGcw Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Green Slim Shirt Formal Printed Hancock Men Fit Yx3dFHut
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for this version)

Submission history

From: Yen-Chun Chen [ Wrap Sunrise Paridhan Cotton New Skirt Around zxNlVZEfa9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Large rectangular and saquare deep color patches in this medium blue jeans stand out. The style is in vogue and should not be missed.
Brand
ESTROLO
Product Code
APPINTHYNG-MULTESTR6124295D4BC132
Color
Multi
Size
32
Material
Cotton Blend
Rise
Mid Rise
Pattern
Washed
Fit
Slim
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