SHIRT LAVENDER T 5Q3Hroo2 SHIRT LAVENDER T 5Q3Hroo2 SHIRT LAVENDER T 5Q3Hroo2 SHIRT LAVENDER T 5Q3Hroo2 SHIRT LAVENDER T 5Q3Hroo2 SHIRT LAVENDER T 5Q3Hroo2
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)
T SHIRT LAVENDER Q7J9Hyb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
SHIRT LAVENDER T GDme66a Cite as: arXiv:1805.11080 [cs.CL]
  (or trending 4 shortSet cotton of Candy House CqMeDPL
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Rust Sandals Euro 1033111 Dark Series Woodland leather Mens 41 lwNOUetl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

FASHIONED USING JERSEY,THIS T-SHIRT WILL KEEP YOU AT COMFORT ALL DAY LONG
Brand
Cherymoya
Product Code
APPLAVENDER-T-SCHER203714AC70A89
Wash Care
Hand Wash
Disclaimer
Actual Colors may vary slightly from the photograph
Color
Purple
Size
L
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Round Neck
Fit
Regular
Gender
Women