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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)
Sweater Long Lace Sleeve Up ZAFUL 4KkTxFWQk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Tshirt Extended Off White for Women Alibi Sleeves 2gk3kz1
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Type: Pullovers

Material: Polyester

Sleeve Length: Full

Collar: Round Collar

Style: Casual

Weight: 0.292 kg

Package Contents: 1 x Sweater
Our Size Fit US Size Bust (cm)

Length (cm)

Shoulder Width (cm)

Sleeve Length (cm)

One-Size 4-10 100 60 44 55
Brand
Zaful
Product Code
APPLONG-SLEEVE-ZAFU72087678BA2FCB
Color
Brown
Size
M
Material
Polyester
Sleeve
Full Sleeves
Gender
Women
Set Contents
1 x Sweater
Dress Length
Full
International Product
World Store