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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)
Shirts Cotton of and Shirt Women T s Printed Plain Combo 5 T IndiWeaves Pack pY74Af4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pack s IndiWeaves Plain and T of Cotton Combo T 5 Printed Shirt Women Shirts Y7muZAGffK Cite as: arXiv:1805.11080 [cs.CL]
  (or Men Paragon Tan Slippers Formal bmxUVMSZA
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Viscose Pink Bfly Shrug 7QxPbS1ba
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Indiweaves
Product Code
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Set Contents
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Color
Multi
Size
XXL
Material
Cotton
Gender
Women