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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)
Zipper Red Skirt Women Slit Trendy Bodycon qY1wXSmm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Zipper Skirt Bodycon Red Slit Trendy sPr5V1 Cite as: SALE RUNNING 1818 HOT SHOES INS SJ VdHw3kFhX
[cs.CL]
  (or Casual Machine TShirt Flying Women NNpl9kc2c
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Formal Cotton White Shirt Khadi And Saadgi SizeS tTHdpP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description



Trendy Red Zipper Slit Bodycon Women Skirt



Description:

A simple design skirt presents a sleek look. The red color is eye-catching and bodycon silhouette shows your body figure. The zipper at side is convenient to wear off and it can create a slit style.



Dress Collocation:

Wear with a black jacket, a knitted top and high heels to complete the look.



Warm Tips:

Use a gentle, bleach-free detergent. Avoid over washing, do not scrub it hard and prevent sharp things and overexposure.

Material: Cotton Blends

Fabric Type: Broadcloth

Length: Knee-Length

Silhouette: Bodycon

Pattern Type: Solid

Elasticity: Micro-elastic

With Belt: No

0.240
Package weight: 0.276 kg

Package Contents: 1 x Skirt
Please Note:

Due to possible physical differences between different monitors (e.g. models, settings, color gamut, panel type, screen glare, etc), the product photography is illustrative only and may not precisely reflect the actual color of the item received.
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
APPTRENDY-RED-ZDAMA3413243F585735
Color
Red
Size
XL
Gender
Women
International Product
World Store