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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)
Fit Men Cotton Slim Park Shirt Avenue Blue OA4rZUoj5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ MESHMENS SHIRTS FORMAL TWEaGAYbTG
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Park Avenue
Product Code
APPPARK-AVENUE-RAYM602824F6450F0E
Size
39
Material
Cotton
Pattern
Checks
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar