Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization

Benchmark Model Rank Results
text-summarization-on-x-sumT-ConvS2S#8ROUGE-1: 31.89ROUGE-2: 11.54ROUGE-3: 25.75
text-summarization-on-x-sumBaseline : Extractive Oracle#9ROUGE-1: 29.79ROUGE-2: 8.81ROUGE-3: 22.66
text-summarization-on-x-sumPtGen#10ROUGE-1: 29.70ROUGE-2: 9.21ROUGE-3: 23.24
text-summarization-on-x-sumSeq2Seq#11ROUGE-1: 28.42ROUGE-2: 8.77ROUGE-3: 22.48
text-summarization-on-x-sumPtGen-Covg#12ROUGE-1: 28.10ROUGE-2: 8.02ROUGE-3: 21.72
text-summarization-on-x-sumBaseline : Lead-3#13ROUGE-1: 16.30ROUGE-2: 1.60ROUGE-3: 11.95
text-summarization-on-x-sumBaseline : Random#14ROUGE-1: 15.16ROUGE-2: 1.78ROUGE-3: 11.27