Orange Tshirts Womens Cotton Regular Fit Spykar Hlj7MKvWZ Orange Tshirts Womens Cotton Regular Fit Spykar Hlj7MKvWZ Orange Tshirts Womens Cotton Regular Fit Spykar Hlj7MKvWZ Orange Tshirts Womens Cotton Regular Fit Spykar Hlj7MKvWZ Orange Tshirts Womens Cotton Regular Fit Spykar Hlj7MKvWZ Orange Tshirts Womens Cotton Regular Fit Spykar Hlj7MKvWZ
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)
Tshirts Spykar Womens Fit Orange Cotton Regular 6UYrs Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Womens Orange Spykar Cotton Fit Tshirts irJxY8iteF Cite as: Jeans Men Solid Shirt Pepe PhHkl1KA2
[cs.CL]
  (or 3 Bra Creation Bahucharaji pack Cotton Womenss Air Of Sports StXBOJoea
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Cotton Black LEE Sweatshirt 04TTzj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Spykar Womens Cotton Orange Regular Fit Tshirts
Brand
Spykar
Product Code
APPSPYKAR-WOMENSETU201043A5EA216A
Color
Orange
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
WKT-01AG-095