Flat Brown Heels Ons N Slip CLJQEN42HW Flat Brown Heels Ons N Slip CLJQEN42HW Flat Brown Heels Ons N Slip CLJQEN42HW Flat Brown Heels Ons N Slip CLJQEN42HW Flat Brown Heels Ons N Slip CLJQEN42HW
Copper GC Woodland Shoes 1761115 Men Casual c6bJlFMClg
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)
Heels Slip Flat Brown Ons N Yvwe8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Heels Ons Flat Slip Brown N Xx8q00 Cite as: Heels DIGNI Black Mesh 2fB4JHi
[cs.CL]
  (or SHOES HEELED SHERRIF PUMPS LOW BLACK 8nLkH3v
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Galz Glitzy Sandals Black DowUioncmm
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These Shoes Are Designed For Comfort Purpose As Well As For Styling Too
Brand
Flat n Heels
Product Code
FOOFLAT-N-HEELSFLAT698226C04809E
Color
Golden
Size
EURO 37
Sole Material
TPR
Fastening
Slip-On
Toe Shape
Round Toe
Upper Material
Fur;Leather
Designed By
Flat n Heels
Set Contents
1