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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)
Jogging Walking Evastar Calaso Light Sports Shoes Running yC2Oc2v Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Calaso Evastar Walking Sports Light Shoes Running Jogging ndYtOTYE Cite as: Grey Lite Shoes Court Nike Mens Tennis myyRmA9pd
[cs.CL]
  (or sneakers black mens leather Anson synthetic 6qU2Xse
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Nike 8 Downshifter kd15VTqK
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Pick these awesome running shoes to instantly boost your love for sports while adding a unique spark of style. Team them with a printed T-shirt and shorts for the perfect time on the track.
Brand
Calaso
Product Code
FOOCALASO-EVASTJMT-631281BD20AF4E
Color
Black
Size
UK 6
Material
Mesh
Type
Walking Shoes
Sport
Walking Shoes
Upper Material
Mesh
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Set Contents
1 Pair