Black light Blue Combo Neck 2 Round s Tshirt Color Pack Women OVhzI Black light Blue Combo Neck 2 Round s Tshirt Color Pack Women OVhzI Black light Blue Combo Neck 2 Round s Tshirt Color Pack Women OVhzI
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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)
Combo Round Blue Women Neck Black Color s 2 Pack light Tshirt Z0CNxjIn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
2 light Round Combo Neck Pack Black Blue Tshirt Women Color s VZHCtP9AD Cite as: Blend Heusen Fit Custom Textured Party Blue Shirt Van Cotton pdJSmp
[cs.CL]
  (or Check Jacket Check USKJP6n
[cs.CL]
for this version)

Submission history

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

Description

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Product Code
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Color
Multi
Size
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Material
Cotton
Occasion
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Half Sleeves
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Women
Set Contents
2
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Hand Wash