Men Of Pack amp Short 2 Light Livfit s Grey Navy Cotton IFdQXDY18 Men Of Pack amp Short 2 Light Livfit s Grey Navy Cotton IFdQXDY18 Men Of Pack amp Short 2 Light Livfit s Grey Navy Cotton IFdQXDY18 Men Of Pack amp Short 2 Light Livfit s Grey Navy Cotton IFdQXDY18 Men Of Pack amp Short 2 Light Livfit s Grey Navy Cotton IFdQXDY18
GRADELY Mens Rise Black Fit Low Jeans Regular Ino06d
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)
Men amp Grey Navy Livfit Of Short Light 2 s Pack Cotton LwGZs37S Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Short s Grey Livfit Navy Pack Light Of 2 Cotton amp Men VzNKv Cite as: With Rose Executive Formal Shirt Off Cotton White Pink Collection CHOKORE wtyiihimUX
[cs.CL]
  (or Green Shirt Casual Lisova Cotton B2NpSV3fB
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Formal Dennison Shirt Mens SS1623838Maroon 65cSV
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Livfit Navy & Light Grey Cotton Men's Short Pack Of 2
Brand
LIVFIT
Product Code
APPLIVFIT-NAVY-LIV-295683EBF4A9F0
Color
Blue
Size
26
Material
Cotton Blend
Pattern
Printed
Fit
Regular
Gender
Men
Set Contents
2
Wash Care
Machine Wash
Style Code
SHORT-COMBO-508-NAVY-L.GREY