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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)
Trading Komal Co dQ0pHv Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Komal Co Trading JQWeQRlP Cite as: 2 Neck amp Fleximaa Plain Cotton Round Coral pack White Red Colors Of Womens Tshirt 3AJZqrB
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Mint Crop Off Ruffles Sleeveless Womens Miss Top Chase Shoulder lFP3CLKO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Product Code
APPKOMAL-TRADINKOMA212977AD31649A
Color
Multi
Size
XL
Material
Cotton
Occasion
Others
Pattern
Solid
Sleeve
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Gender
Women
Set Contents
4
Wash Care
Hand Wash