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References & Citations

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)
Navy Blue Men 7214 Shoes Synergy s Sports Action Running 0H0jBwFGyB Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Navy Action Men Blue 7214 Sports Synergy Running Shoes s N42vNk Cite as: Tan Mule Lues Mens Carlton Shoes hO5FN2ZP4a
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Shoes Orange Gym Running FLIPPO Mens Lifestyle Columbus Navy Sports 6M6Yq5Xd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Run mile after mile wearing these Navy Blue coloured running shoes from the house of ACTION. Meant for men;these running shoes are durable and easy to maintain. The other specifications are:- ? Stylish upper. Pairs well with jeans and shorts. ? Eva sole for high durability. ? Comfort footbed. ? Mesh upper and lining for breathability ? Soft and padded inner and tongue for cushioning
Brand
Action
Product Code
FOOACTION-SYNERACTI19478340CBBC6B
Color
Navy Blue
Size
UK 9
Material
Mesh
Type
Running
Sport
Running
Sole Material
Eva
Upper Material
Mesh