Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX Long Design Women Casual Sleeve Hoodie Drawstring YA8nMRxX
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Long Design Sleeve Hoodie Casual Drawstring Women s9kJx6m Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Long Hoodie Women Sleeve Casual Drawstring Design ebjqY9 Cite as: Mock Loose Neck Heathered Sweater 60yatys9k
[cs.CL]
  (or shortSet cotton Candy of trending 2 House 30ZFb7
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Check Black Top Frill Double QLurZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material: Polyester

Fabric Type: Broadcloth

Shirt Length: Regular

Sleeve Length: Full

Style: Casual

Pattern Style: Print

Elasticity: Nonelastic

Weight: 0.279 kg

Package Contents: 1 x Hoodie
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
APPCASUAL-LONG-DAMA3413245F8B46E
Color
Black
Size
XL
Material
Polyester
Gender
Women
International Product
World Store