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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)
Waist Women Elastic Bazaar Pants Cut Boot Fashionable Mid Leg Wide for International 8FIJLw2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fashionable Bazaar Leg International Cut Elastic Women Mid Waist for Wide Boot Pants i0TGM Cite as: Womens Mayra Wear Party Top s7d2s
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Style: Fashion

Length: Normal

Material: Cotton

Fabric Type: Broadcloth

Fit Type: Boot Cut

Waist Type: Mid

Closure Type: Elastic Waist

Front Style: Flat

Pattern Type: Solid

Pant Style: Wide Leg Pants

Elasticity: Elastic

With Belt: No

Weight: 0.0.329 kg

Package Contents: 1 x Wide Leg Pants
Style and Fit Disclaimer:

We can guarantee that the overall style displayed in the photography is accurate, however there may be differences in how the style appears during wear. This depends on other physical variables, e.g. personal body size, body shape, limb proportion, height, etc.
Product Code
APPFASHIONABLE-DAMA341324F1864DE0
Color
Grey
Size
3XL
Gender
Women
International Product
World Store