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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)
Solid Top F Net U Tiered amp Women Sea Green nb8gZHEJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Women Half TShirt Sleeve Machine Flying Solid GidK6I2C
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Sea green solid woven net tiered top;has a round neck;three-quarter sleeves
Brand
U&F
Product Code
APPU-F-WOMEN-SEUNIQ202345527CBEF
Color
Blue
Size
XL
Material
Polyester
Occasion
Casual
Length
Regular
Pattern
Striped
Sleeve
Full Sleeves
Neck Type
Boat Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Normal Wash
Style Code
18801-10