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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)
Mens Actif Spykar Low Skinny Rise Mid Blue Jeans Fit vXDvG9JW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Actif Mens Mid Spykar Skinny Blue Rise Jeans Low Fit CTN6X Cite as: arXiv:1805.11080 [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

Spykar Mens Mid Blue Skinny Fit Low Rise Jeans (Actif)
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU2010436753D8A9
Color
Blue
Size
34
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash
Designed By
Spykar
Style Code
MACT-02AG-009