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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)
Regular Mid Machine Rise Blue Flying Fit s Jeans Men lF9UzQ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Machine Fit Regular Jeans s Rise Men Flying Blue Mid qpId7 Cite as: arXiv:1805.11080 [cs.CL]
  (or Tied Women 3 Sleeve Embroidery Blouse Ruffled Trendy Round Collar 4 ynIYEs
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Joggers Men for Denim Jeans Lafantar jog1851 KMFWkYl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Flying Machine
Product Code
APPFLYING-MACHIARVI763657C6241D08
Color
White
Size
30
Material
Cotton;Lycra
Occasion
Casual
Rise
Mid Rise
Fit
Regular
Gender
Men
Set Contents
1
Article Identifier Type
Ean Code
Article Identification Value
8907538290236
Style Code
FMJC0223