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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)
midi 5 pocket skirt ufGRO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Floral Top Color Black Printed Ruhaans RCx7Sdz3Kv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

5 pocket design, single button zip fly closure, front scoop pockets & back patch pockets. Straight fit knee length skirt.
Brand
Tarama
Product Code
APP5-POCKET-MIDTARA2114553BB0FCD
Color
Black
Size
26
Material
Cotton
Occasion
Casual
Length
Others
Pattern
Solid
Fit
Straight
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings