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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)
Running amp Black SM s Red Men Shoes Sparx 349 8f2Mug Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shoes 349 amp Men Red s Black Sparx Running SM yZ4JxKwnS Cite as: and Tracer Grey Running Shoes Green HpP8o8V
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Heels Indirang Brown CWVq53
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Sparx
Product Code
FOOSPARX-MEN-S-SPEE2696541388C38
Color
Black
Size
UK 6
Material
Mesh
Type
Running
Upper Material
Mesh
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Style Code
SM-349