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Improving Unsupervised Extractive Summarization with Facet-Aware Modeling

1 Aug 2021Findings (ACL) 2021 8archive 2025-07-28

Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li

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Tasks

Extractive SummarizationUnsupervised Extractive Summarization

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Unsupervised Extractive Summarization Pubmed FAR ROUGE-1 41.98 #2 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed FAR ROUGE-2 15.66 #2 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed FAR ROUGE-L 37.58 #2 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed TextRank ROUGE-1 38.66 #5 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed TextRank ROUGE-2 15.87 #5 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed TextRank ROUGE-L 34.53 #5 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed MMR ROUGE-1 37.65 #6 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed MMR ROUGE-2 10.61 #6 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed MMR ROUGE-L 33.71 #6 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed Lead ROUGE-1 35.63 #8 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed Lead ROUGE-2 12.28 #8 of 9 Archive leaderboard report
Unsupervised Extractive Summarization Pubmed Lead ROUGE-L 25.17 #8 of 9 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset FAR ROUGE-1 40.92 #1 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset FAR ROUGE-2 13.75 #1 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset FAR ROUGE-L 35.56 #1 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset PacSum ROUGE-1 39.33 #3 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset PacSum ROUGE-2 12.19 #3 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset PacSum ROUGE-L 34.18 #3 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset Lead ROUGE-1 33.66 #6 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset Lead ROUGE-2 8.94 #6 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset Lead ROUGE-L 22.19 #6 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset MMR ROUGE-1 29.75 #8 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset MMR ROUGE-2 6.14 #8 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset MMR ROUGE-L 26.41 #8 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset TextRank ROUGE-1 24.38 #10 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset TextRank ROUGE-2 10.57 #10 of 10 Archive leaderboard report
Unsupervised Extractive Summarization arXiv Summarization Dataset TextRank ROUGE-L 22.18 #10 of 10 Archive leaderboard report

Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.

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