Drug trafficking detection on Twitter-HetDrug 10% label setting (train)
70.52Macro F1 ScoreLLM-HetGDT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-HetGDTGroup=Ours2025.02 | 70.52 | 71.69 | |
| HGPromptGroup=G62025.02 | 66.85 | 64.37 | |
| PC-GNNGroup=G52025.02 | 65.98 | 63.84 | |
| GraphSMOTEGroup=G52025.02 | 65.82 | 64.04 | |
| DeepSeek-R1 70BGroup=G72025.02 | 65.74 | 63.92 | |
| GraphENSGroup=G52025.02 | 65.37 | 63.8 | |
| LLama 70BGroup=G72025.02 | 65.07 | 63.84 | |
| Mistral 24BGroup=G72025.02 | 64.83 | 62.87 | |
| GraphPromptGroup=G62025.02 | 64.37 | 62.38 | |
| SMOTEGroup=G42025.02 | 64.25 | 62.17 | |
| Over-samplingGroup=G42025.02 | 63.79 | 62.27 | |
| Self-ProGroup=G62025.02 | 63.37 | 61.05 | |
| HeCoGroup=G32025.02 | 62.93 | 60.85 | |
| GPPTGroup=G62025.02 | 62.84 | 60.41 | |
| HGMAEGroup=G32025.02 | 61.84 | 60.01 | |
| MetaHGGroup=G32025.02 | 61.77 | 60.35 | |
| HGTGroup=G22025.02 | 60.95 | 59.88 | |
| Re-weightingGroup=G42025.02 | 60.72 | 60.31 | |
| DMGIGroup=G32025.02 | 60.53 | 59.04 | |
| HANGroup=G22025.02 | 60.25 | 59.26 | |
| HetGNNGroup=G22025.02 | 58.52 | 59.21 | |
| GINGroup=G12025.02 | 56.92 | 54.26 | |
| GCNGroup=G12025.02 | 55.74 | 53.92 | |
| GATGroup=G12025.02 | 54.24 | 52.06 |