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References & Citations

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)
Striped Long Sleeve S Patchwork Cardigans Outwear Casual Women GooMiePA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Striped Casual Cardigans S Patchwork Women Sleeve Outwear Long 4jdHWPgIg Cite as: Blue Crepe Mayra Top ZW4LmYmEd
[cs.CL]
  (or Globus Polyester Tops White fD5l96nsp
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Lite white Uptownie and Black casual yellow Solid top sR8q7vf2ua
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Women Casual Long Sleeve Striped Cardigans Patchwork Outwear

;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: Striped

  • Sleeve Style:Regular

  • Style:Fashion

  • Sleeve Length:Full

  • Color: as the picture show

  • Package include:1PC Coat

Size Details:

Int'l Size

US

UK

EU

Bust

Shoulder

Sleeve

Length

S

4

8

34

88cm/34.6"

40cm/15.7"

56cm/22.0"

74cm/29.1"



Product Code
APPWOMEN-CASUALYAAR610619F67FE382
Color
White
Size
S
Material
Cotton
Gender
Women
International Product
World Store