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References & Citations

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)
Solid Button Tape shirts Navy Red Down Casual Men u22XLmBSa8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Red Tape Men Down Navy shirts Solid Button Casual l9Dv5XRQtE Cite as: On Printed Bottom Block Saadgi Matching Skirt Golden With Pink Detailing Lace Viscose ewR3ZaSySc
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Red Tape
Product Code
APPRED-TAPE-MENRED-25097957821229
Color
Grey
Size
M
Material
Cotton Blend
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Button-Down Collar
Set Contents
1
Article Identifier Type
EAN CODE
Article Identification Value
8903144333572
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
RSF8894