Keyphrase Extraction on WikiHow
18.61F1@5YAKE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| YAKEMethod Type=Statistic-based2026.05 | 18.61 | 20.89 | 21.12 | |
| MultipartiteRankMethod Type=Graph-based2026.05 | 17.89 | 20.44 | 20.4 | |
| TopicRankMethod Type=Graph-based2026.05 | 16.77 | 18.47 | 18.05 | |
| MUDYBackbone=Gemma22026.05 | 16.59 | 21.84 | 23.47 | |
| MUDYMethod Type=Prompt-based, Backbone=Gemma22026.05 | 16.59 | 21.84 | 23.47 | |
| MUDYBackbone=T52026.05 | 15.54 | 20.37 | 22.26 | |
| MUDYMethod Type=Prompt-based, Backbone=T52026.05 | 15.54 | 20.37 | 22.26 | |
| MDERankMethod Type=Embedding-based, Backbone=BERT2026.05 | 15.25 | 18.8 | 19.06 | |
| PromptRankMethod Type=Prompt-based, Backbone=Gemma22026.05 | 14.9 | 19.96 | 21.43 | |
| JointGLMethod Type=Embedding-based, Backbone=BERT2026.05 | 13.02 | 16.24 | 17.84 | |
| PromptRankMethod Type=Prompt-based, Backbone=T52026.05 | 12.48 | 17.21 | 19.04 | |
| GPT-5Backbone=GPT-5, Prompting Strategy=Candidate, Zero-shot evaluation=true2026.05 | 11.91 | 14.43 | 15.52 | |
| EmpiricalMethod Type=Prompt-based, Backbone=Llama32026.05 | 10.97 | 15.08 | 16.25 | |
| GPT-5Backbone=GPT-5, Prompting Strategy=Vanilla, Zero-shot evaluation=true2026.05 | 9.98 | 12.23 | 12.82 | |
| Attention-SeekerMethod Type=Attention-based, Backbone=Llama32026.05 | 8.65 | 11.22 | 12.42 | |
| SAMRankMethod Type=Attention-based, Backbone=Llama32026.05 | 8.16 | 10.18 | 11.49 | |
| SingleRankMethod Type=Graph-based2026.05 | 7.59 | 11.77 | 13.51 | |
| TextRankMethod Type=Graph-based2026.05 | 2.91 | 5.27 | 6.7 | |
| EmbedRankMethod Type=Embedding-based, Backbone=BERT2026.05 | 2.35 | 4.29 | 5.84 |