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We gratefully acknowledge support from
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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)
Shoes Flat Casual Up Men Leather Driving Color Solid International Lace Bazaar umo1A4gs Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ Action Sandals Synthetic Black Leather GpW2THdmA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Description
? Adopt leather material, soft and comfortable

? Vintage with pure handwork

? Easy to wear and take off with lace up design

? Great for travel, driving, fishing and any other casual activities

Gender: For Men

Toe Style: Closed Toe

Toe Shape: Pointed Toe

Closure Type: Lace-Up

Shoe Width: Medium(B/M)

Pattern Type: Solid

Embellishment: None

Occasion: Casual

Outsole Material: Rubber

Upper Material: Leather

Insole Material: Bonded Leather

Season: Spring/Fall,Summer

Weight: 0.505 kg

Package Contents: 1 x Pair of Men Leather Flat Shoes



Product Code
FOOCASUAL-SOLIDDAMA341324EF56E981
Color
White
Size
UK 7
International Product
World Store