Keyphrase Extraction on NUS
23.95F1@5GPT-5
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GPT-5Backbone=GPT-5, Prompting Strategy=Vanilla, Zero-shot evaluation=true2026.05 | 23.95 | 25.86 | 23.36 | |
| GPT-5Backbone=GPT-5, Prompting Strategy=Candidate, Zero-shot evaluation=true2026.05 | 21.62 | 21.54 | 20.15 | |
| MUDYBackbone=Gemma22026.05 | 21.62 | 24.15 | 24.28 | |
| PromptRankMethod Type=Prompt-based, Backbone=Gemma22026.05 | 21.62 | 23.85 | 23.32 | |
| MUDYMethod Type=Prompt-based, Backbone=Gemma22026.05 | 21.62 | 24.15 | 24.28 | |
| Attention-SeekerMethod Type=Attention-based, Backbone=Llama32026.05 | 20.55 | 22.01 | 22.02 | |
| EmpiricalMethod Type=Prompt-based, Backbone=Llama32026.05 | 20.53 | 23.19 | 22.61 | |
| SAMRankMethod Type=Attention-based, Backbone=Llama32026.05 | 19.85 | 21.31 | 21.27 | |
| PromptRankModel=T52023.05 | 17.24 | 20.13 | 20.12 | |
| MUDYBackbone=T52026.05 | 16.84 | 19.95 | 20.41 | |
| MUDYMethod Type=Prompt-based, Backbone=T52026.05 | 16.84 | 19.95 | 20.41 | |
| PromptRankMethod Type=Prompt-based, Backbone=T52026.05 | 15.81 | 18.99 | 19.59 | |
| MDERankModel=BERT2023.05 | 15.24 | 18.33 | 17.95 | |
| MDERankMethod Type=Embedding-based, Backbone=BERT2026.05 | 15.24 | 18.33 | 17.95 | |
| JointGLMethod Type=Embedding-based, Backbone=BERT2026.05 | 10.82 | 13.86 | 16.06 | |
| YAKE2023.05 | 7.85 | 11.05 | 13.09 | |
| YAKEMethod Type=Statistic-based2026.05 | 7.85 | 11.05 | 13.09 | |
| MultipartiteRank2023.05 | 6.17 | 8.57 | 10.82 | |
| MultipartiteRankMethod Type=Graph-based2026.05 | 6.17 | 8.57 | 10.82 | |
| TopicRank2023.05 | 4.54 | 7.93 | 9.37 | |
| TopicRankMethod Type=Graph-based2026.05 | 4.54 | 7.93 | 9.37 | |
| EmbedRankModel=BERT2023.05 | 3.75 | 6.34 | 8.11 | |
| EmbedRankMethod Type=Embedding-based, Backbone=BERT2026.05 | 3.75 | 6.34 | 8.11 | |
| SIFRankModel=ELMO2023.05 | 3.01 | 5.34 | 5.86 | |
| SingleRank2023.05 | 2.98 | 4.51 | 4.92 | |
| SingleRankMethod Type=Graph-based2026.05 | 2.98 | 4.51 | 4.92 | |
| TextRank2023.05 | 1.8 | 3.02 | 3.53 | |
| TextRankMethod Type=Graph-based2026.05 | 1.8 | 3.02 | 3.53 |