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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)
Trendy For Color Hooded Women Ombre Long Hoodie Sleeve ZHkw6zXJQB Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Trendy Long For Sleeve Hoodie Hooded Women Color Ombre mKhAtcSHQ Cite as: arXiv:1805.11080 [cs.CL]
  (or Comfort Heusen Shirts Blue Cotton Van I6AuSn
[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

Material: Polyester

Clothing Length: Regular

Sleeve Length: Full

Style: Novelty

Pattern Style: Others

Weight: 0.320kg

Package Contents: 1 x Hoodie
Product Code
APPTRENDY-HOODEBEAU567545E350329D
Color
Blue
Size
S
Gender
Women
International Product
World Store