Improving Unsupervised Extractive Summarization with Facet-Aware Modeling

Task Dataset Model Metric Name Metric Value Global Rank Benchmark
Unsupervised Extractive Summarization arXiv Summarization Dataset Lead ROUGE-1 33.66 # 6
ROUGE-2 8.94 # 7
ROUGE-L 22.19 # 9
Unsupervised Extractive Summarization arXiv Summarization Dataset FAR ROUGE-1 40.92 # 1
ROUGE-2 13.75 # 1
ROUGE-L 35.56 # 1
Unsupervised Extractive Summarization arXiv Summarization Dataset PacSum ROUGE-1 39.33 # 3
ROUGE-2 12.19 # 3
ROUGE-L 34.18 # 4
Unsupervised Extractive Summarization arXiv Summarization Dataset MMR ROUGE-1 29.75 # 8
ROUGE-2 6.14 # 10
ROUGE-L 26.41 # 6
Unsupervised Extractive Summarization arXiv Summarization Dataset TextRank ROUGE-1 24.38 # 10
ROUGE-2 10.57 # 6
ROUGE-L 22.18 # 10
Unsupervised Extractive Summarization Pubmed MMR ROUGE-1 37.65 # 6
ROUGE-2 10.61 # 8
ROUGE-L 33.71 # 6
Unsupervised Extractive Summarization Pubmed TextRank ROUGE-1 38.66 # 5
ROUGE-2 15.87 # 2
ROUGE-L 34.53 # 5
Unsupervised Extractive Summarization Pubmed Lead ROUGE-1 35.63 # 8
ROUGE-2 12.28 # 6
ROUGE-L 25.17 # 9
Unsupervised Extractive Summarization Pubmed FAR ROUGE-1 41.98 # 2
ROUGE-2 15.66 # 3
ROUGE-L 37.58 # 2

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