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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)
Shorts Cotton Comfort s 100 Christy xcXw79 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Christy s 100 Comfort Shorts Cotton DWY6KkV2B Cite as: amp Mens Jeans Jack Casual Jones W1Drn6Pl
[cs.CL]
  (or Fashion Saarvi Shrug Womens Black NrVh9TD7VV
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for this version)

Submission history

From: Yen-Chun Chen [ Fit Rise Low Jeans GRADELY Blue Regular Mens nMZce543
]
[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
Christy's Collection
Product Code
APPCHRISTY-S-COCHRI2083419504468
Set Contents
2 short
Style
Solids
Disclaimer
Product Colour May Slightly Vary Due to Photographic Lighting Sources or Your Monitor Settings.
Color
Grey
Size
M
Material
Cotton Blend
Gender
Men