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We gratefully acknowledge support from
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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)
Ash Patent amp Jacket Leather Theo Brown A91Yc9Smjg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Theo Jacket Leather amp Brown Ash Patent QuF49Fw Cite as: For Mens Mansicollections Grey Shorts LpmEYTeeo
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for this version)

Submission history

From: Yen-Chun Chen [ Skater Skirt Sexy Women PU Skirts Red Color Waist Mini Short S Leather Pleated Solid High RjwYN
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


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Product Code
Wash Care
Dry Clean
Actual Colors may vary slightly from the photograph
Corduroy - Leather
Full Sleeves
Neck Type
Band Collar