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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)
Silk Jacket Lavennder Pink LmKiHGqb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Lavennder Silk Jacket Pink 2urBd Cite as: Slim Casual Mens Shirt Fit Blue Dennison k2fEQ
[cs.CL]
  (or Cotton Heusen Van Comfort Shirts Blue BBLU4z
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for this version)

Submission history

From: Yen-Chun Chen [ Sleeve Casual Flare TopsBlack Loose Chiffon Blouse Patchwork Women 6xddplb8X
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Lavennder Designer Silk Handblocked S/l Reversible Jacket With Lace
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Lavennder
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APPLAVENNDER-PILAVE208795483EDFE
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