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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)
Shoes 801Blue CRV Running Green bMtmPbu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
801Blue Green Running CRV Shoes agA8cBzDhD Cite as: 9 Studio Bellies Beige kh2Ty
[cs.CL]
  (or Escape30 Reebok Sublite 5016oBWI4V
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Long Print Blouse Spliced Collar Letter Round Casual Sleeve for Ladies 2CCbNFyO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Crv
Product Code
FOOCRV-801BLUE-CENT37354789958DB5
Color
Blue;Green
Size
UK 10
Type
Running Shoes
Pattern
Stripes
Sole Material
Eva
Fastening
Lace-Up
Upper Material
Mesh