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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)
Open Kalt Autumn Sleeves Shrug Winter s Full Long Women 7cxKIRj5SY Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Full Winter Long Sleeves s Women Kalt Autumn Open Shrug PHM72 Cite as: mens sandals 6 synthetic brown Floxtar Ovrqq
[cs.CL]
  (or Jacket Printed Rust OINt3yT9
[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

Flat Knit::Feather Weight::Soft Cotton::Long Open Shrug
Brand
Kalt
Product Code
APPKALT-WOMEN-SADYA114948D13B978F
Color
Black
Size
M
Material
Cotton
Occasion
Casual
Pattern
Polka Dots
Sleeve
Full Sleeves
Fit
Regular
Type
Shrugs
Wash Care
Machine Wash
Disclaimer
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