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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 Sparx Running s amp 222 Shoes SM Blue Green pXzTk5Emua Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
SM Sparx Men amp Green s Running Shoes Blue 222 VjQYWHjbyw Cite as: II and Mens Hopper Fila Orange Black Shoes Sneakers O0bGeH
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for this version)

Submission history

From: Yen-Chun Chen [ SM247 Green Blue Shoes amp Mens Running Sparx q9Du9ND
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Sparx
Product Code
FOOSPARX-MEN-BLVIRA584177C55672FC
Color
Blue
Size
UK 7
Material
Mesh
Type
Running Shoes
Sport
Running
Sole Material
Phylon
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Mesh
Set Contents
1
Style Code
SM-222