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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)
Women Ruched Color Solid For Suit Stylish 8vjnUZ4Zn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Stylish Ruched Suit For Women Solid Color fIuFIrnukT Cite as: 51468405Mint TShirt Womens Puma Solid LeafXS EXJOPr7P
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ of TShirts TShirts COMBO Womens Pack 8 Cotton Printed OFFER IndiWeaves Yc6Ru4ZbX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material: Cotton Blends, Polyester

Length: Mini

Silhouette: Pencil

Pattern Type: Solid

Weight: 0.319 KG

Package Contents: 1 x Skirt 1 x Top
Product Code
APPSTYLISH-SOLIDAMA341324666888AB
Color
Grey
Size
S
Material
Cotton
Gender
Women
International Product
World Store