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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
s Outdoor Men Filberto Sandals Tan oQ6Lgbm2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Outdoor Tan Filberto s Sandals Men dIHuHY Cite as: Tracer Running Shoes Black S3a9Aj
[cs.CL]
  (or Shoes Dokmen Tan Mens Rust Formal wTIzH1d
[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

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Brand
Filberto
Product Code
FOOFILBERTO-MENDYAS623062552DECD0
Color
Tan
Size
UK 8
Type
Sandals
Pattern
Stripes
Sole Material
PVC
Fastening
Velcro
Upper Material
Synthetic
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Occasion
Comfort