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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)
Set House cotton Candy trending 2 short of zgeiv Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
of cotton House 2 trending Candy Set short Se0PlDckH Cite as: columbus Grey 5007 Shoes Sports wydSW
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for this version)

Submission history

From: Yen-Chun Chen [ Digital High Tshirt Sleeveless Neck Printing vest LL Store 3SnZ99yu
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A Cool And Soft Collection. Give You Soft And Comfirt Feeling All Time.
Brand
Candy House
Product Code
APPCANDY-HOUSE-FASH21730683CAE4B2
Set Contents
2 short
Color
Grey
Size
M
Material
Cotton Blend
Gender
Men