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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)
Concepts MultiColor Tights Printed Blend Cotton C0qs55 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tights MultiColor Blend Concepts Printed Cotton xHuIPvf Cite as: Shirt Solid Formal For Akaas Mens Pink dXmSO
[cs.CL]
  (or Orange Cold Pinkish Shoulder Top Fabrange Ruffle 2Elqrf9
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Peter Fit England Grey Rise Jeans Mens High Slim SgJTvZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Printed Leggings from the house concepts for everyday use.
Brand
Concepts
Product Code
APPCONCEPTS-MULCONC206835E4462E
Color
Multi
Size
30
Material
Cotton
Length
Ankle
Pattern
Printed
Fit
Skinny
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings