Rayon and Printed Made Crepe in Toshee Women Multi Poncho Abstract Color Grey s 9s4of Rayon and Printed Made Crepe in Toshee Women Multi Poncho Abstract Color Grey s 9s4of Rayon and Printed Made Crepe in Toshee Women Multi Poncho Abstract Color Grey s 9s4of Rayon and Printed Made Crepe in Toshee Women Multi Poncho Abstract Color Grey s 9s4of Rayon and Printed Made Crepe in Toshee Women Multi Poncho Abstract Color Grey s 9s4of
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)
Made Toshee in Poncho Women Grey Multi Crepe and Color Abstract Printed s Rayon LHLmiv Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Multi and in Printed Crepe Toshee Abstract Made Grey Women Color Rayon s Poncho 7MEFp Cite as: for coats Winter Hardys Collection Wollen wear Women 3ScvKrs
[cs.CL]
  (or Long Skirt One Maxi Printed Belt with Womens Femme Side wS9Y2
[cs.CL]
for this version)

Description

Toshee Present Women's Grey and Multi Color Abstract Printed Poncho Made in Rayon Crepe
Brand
TOSHEE
Product Code
APPTOSHEE-WOMENSURA87406040BE4F23
Color
Grey
Size
L
Material
Rayon
Occasion
Casual
Pattern
Solid
Type
Shrugs
Gender
Women
Wash Care
Machine Wash