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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)
Sandals Blue amp Gliders Floaters Liberty Men By HjAXBoAiAl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Solid AmericanElm Green Womens Skirt w5oArj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Gliders By Liberty Men Blue Sandals & Floaters
Brand
COOLERS
Product Code
FOOGLIDERS-BY-LLIBE8656637F10C0E5
Color
Blue
Size
UK 8
Type
Sandals
Upper Material
Faux Leather
Set Contents
1 Pair
Style Code
MARCO-1-BLUE-PU CFB