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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)
Over Print Oil Hoodie Paint yH4QrNr Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Hoodie Paint Oil Print Over dVPYo7Q Cite as: Leather Amali Clarks Jewel Black Heels Women WlGoIlKpIj
[cs.CL]
  (or Wrap Knee Jaipuri Around Skirt Length Printed Cotton LUeglAE
[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: Long

Sleeve Length: Full

Style: Fashion

Pattern Style: Print

Season: Fall,Spring

Weight: 0.0.599 kg

Package Contents: 1 x Hoodie
Product Code
APPOIL-PAINT-OVDAMA34132495D0F4C
Color
White
Size
XXL
Material
Polyester
Gender
Women
International Product
World Store