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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)
Wedges Trilokani Cream 3Ylp2DYB Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Casual Bhai Shoes Pink Do GqHKL0W
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

make the heads turn as you step wearing these coloured wedges by catwalk.Experience the blissful comfort as you adron this pair of wedges,which is crafted using comfortable pu sole.Chinese collar shirt and high-rise pants with this pair will make you look like a diva...
Brand
Trilokani
Product Code
FOOTRILOKANI-CRMR-N45570889765AD
Color Discalimer
Product color may slightly vary due to photographic lighting sources or your monitor settings.
Size Guide
Refer to size guide for measurements.
Color
Maroon
Size
EURO 39
Material
Synthetic Leather
Sole Material
PVC