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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)
Casual RC2020 Leather s Shoes Men Yellow 163 Chief Red fnjXH Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Red RC2020 Yellow Casual Shoes Chief Leather Men 163 s 5X6Zl Cite as: SHOES KICKS DERBY TAN FOR DERBY MEN uEMJhrmlS
[cs.CL]
  (or High Shoes fashion Sports A9KP3rV
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Lavista Black Leather Febric Shoe Mens And Casual Synthetic sQUFo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Red Chief
Product Code
FOORED-CHIEF-MEREDC966514EBCE8B98
Color
Yellow
Size
UK 10
Material
Mesh
Type
Casual
Sole Material
PU
Article Identification Value
RC2020 Yellow