amp 260 Men Black Sparx Running Blue SM Shoes s yMcxsgL amp 260 Men Black Sparx Running Blue SM Shoes s yMcxsgL amp 260 Men Black Sparx Running Blue SM Shoes s yMcxsgL amp 260 Men Black Sparx Running Blue SM Shoes s yMcxsgL amp 260 Men Black Sparx Running Blue SM Shoes s yMcxsgL amp 260 Men Black Sparx Running Blue SM Shoes s yMcxsgL
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)
Men Black Shoes Running 260 amp Blue s Sparx SM TJFB1zWkP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men 260 SM Running Blue Shoes amp s Black Sparx TCmORGU Cite as: New Casual Flat Spring Sneakers Female Students JFxFMgMw
[cs.CL]
  (or Black Men Paragon Sandals Qbo4C
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Khaki Formal Shoes Raymond Men RZRhC7bS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Sparx
Product Code
FOOSPARX-260-MEWAYW701707CF70F93B
Color
Black
Size
UK 6
Material
Mesh
Type
Running
Sole Material
Rubber
Upper Material
Mesh
Set Contents
1
Style Code
SM-260