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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)
Shirts Red Formal Arrow Regular Men ARnOqQ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ The With Top Back Keyhole Vanca Round Neck Hcv3xpQZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Arrow Mens Lt. Red Regular Fit Shirt
Brand
Arrow
Product Code
APPARROW-RED-MECORA43662723A3E377
Color
Pink
Size
42
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
ASTF0310