Keyword Extraction on SemEval 2010
37.5F1 Score (k=10)FRAKE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FRAKE2021.04 | 37.5 | — | — | — | — | |
| FRAKE2021.04 | 37.5 | 41.5 | 34.3 | — | — | |
| KP-Miner2021.04 | 32.9 | — | — | — | — | |
| KP-Miner2021.04 | 32.9 | 34.7 | 31.3 | — | — | |
| YAKE2021.04 | 32.7 | — | — | — | — | |
| YAKE2021.04 | 32.7 | 34.5 | 31.1 | — | — | |
| TF-IDF2021.04 | 30 | — | — | — | — | |
| TF-IDF2021.04 | 30 | 31.6 | 28.5 | — | — | |
| MultiPartite Rank2021.04 | 25.4 | — | — | — | — | |
| MultiPartite Rank2021.04 | 25.4 | 26.8 | 24.2 | — | — | |
| Topic Rank2021.04 | 22.4 | — | — | — | — | |
| Topic Rank2021.04 | 22.4 | 23.7 | 21.3 | — | — | |
| PromptRankModel=T52023.05 | 20.66 | — | — | 17.24 | 21.35 | |
| MDERankModel=BERT2023.05 | 17.07 | — | — | 12.95 | 20.09 | |
| EmbedRankModel=BERT2023.05 | 16.35 | — | — | 10.46 | 19.35 | |
| SIFRankModel=ELMO2023.05 | 16.03 | — | — | 11.16 | 18.42 | |
| SingleRank2023.05 | 12.94 | — | — | 8.69 | 14.4 | |
| MultipartiteRank2023.05 | 12.91 | — | — | 10.13 | 13.24 | |
| TopicRank2023.05 | 12.52 | — | — | 9.93 | 12.26 | |
| TextRank2023.05 | 11.27 | — | — | 7.42 | 13.47 | |
| YAKE2023.05 | 11.01 | — | — | 6.82 | 12.55 | |
| Position Rank2021.04 | 7.2 | — | — | — | — | |
| Position Rank2021.04 | 7.2 | 7.6 | 6.8 | — | — | |
| Single Rank2021.04 | 2.6 | — | — | — | — | |
| Topical Page Rank2021.04 | 2.6 | — | — | — | — | |
| Single Rank2021.04 | 2.6 | 2.8 | 2.5 | — | — | |
| Topical Page Rank2021.04 | 2.6 | 2.7 | 2.4 | — | — | |
| Expanded Rank2021.04 | 2.5 | — | — | — | — | |
| Expanded Rank2021.04 | 2.5 | 2.7 | 2.4 | — | — | |
| Text Rank2021.04 | 1.8 | — | — | — | — | |
| Text Rank2021.04 | 1.8 | 1.9 | 1.7 | — | — | |
| Expanded Rank2021.04 | — | — | 2.4 | — | — | |
| FRAKE2021.04 | — | — | 34.3 | — | — | |
| KP-Miner2021.04 | — | — | 31.3 | — | — | |
| MultiPartite Rank2021.04 | — | — | 24.2 | — | — | |
| Position Rank2021.04 | — | — | 6.8 | — | — | |
| Single Rank2021.04 | — | — | 2.5 | — | — | |
| Text Rank2021.04 | — | — | 1.7 | — | — | |
| TF-IDF2021.04 | — | — | 28.5 | — | — | |
| Topic Rank2021.04 | — | — | 21.3 | — | — | |
| Topical Page Rank2021.04 | — | — | 2.4 | — | — | |
| YAKE2021.04 | — | — | 31.1 | — | — |