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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)
Shirt Sleeve Tops S Long T Shirt Pullover Blouse Loose Women p9b18oS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Color Summer Of Ice Han Braces S Color New Skirt Skirt Render Purple Candy Cream Edition RQ4Nj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Women Loose Pullover T Shirt Long Sleeve Tops Shirt Blouse

 NOTE: Please compare the detail sizes with yours before you buy!!! Use similar clothing to compare with the size.

Specifications:

  • Gender:Women

  • Material:Cotton blend

  • Clothing Length:Regular

  • Pattern Type:Solid

  • Sleeve Style:Regular

  • Style:Fashion

  • Sleeve Length:Full

  • Package include:1PC Shirt

Size Details:
Size:S Bust: 92cm/36.2" Sleeve:59cm/23.2" Length:85cm/33.4"

 

Product Code
APPWOMEN-LOOSE-YAAR6106197E1A510D
Color
Black
Size
S
Material
Cotton
Gender
Women
International Product
World Store