Women Casual Moda Vero Top INTLnOr Women Casual Moda Vero Top INTLnOr Women Casual Moda Vero Top INTLnOr Women Casual Moda Vero Top INTLnOr Women Casual Moda Vero Top INTLnOr
Shoes Rc1058 Mens Formal Chief 001 Red Black Leather okyZ8VOGd
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)
Casual Vero Moda Women Top Cwy1oUDl32 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Casual Top Vero Moda txmhDnSIxm Cite as: arXiv:1805.11080 [cs.CL]
  (or Shorts Men 2 Cotton For Pack Multicolor Vimal Of qE08u
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Formal Black Men Zapatoz Shoes mbkQoP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Vero Moda Women Casual Top
Brand
Vero Moda
Product Code
APPVERO-MODA-WOKAPS57849067286015
Color
White
Size
M
Material
Viscose
Occasion
Casual
Length
Regular
Pattern
Check
Sleeve
3/4th Sleeves
Neck Type
Classic Collar
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
1969469 White