Drug trafficking detection on Twitter-HetDrug 40% label setting (train)
75.37Macro F1 ScoreLLama 70B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLama 70BGroup=G72025.02 | 75.37 | 64.02 | |
| LLM-HetGDTGroup=Ours2025.02 | 74.06 | 76.24 | |
| PC-GNNGroup=G52025.02 | 70.59 | 71.94 | |
| GraphSMOTEGroup=G52025.02 | 70.32 | 69.25 | |
| HGPromptGroup=G62025.02 | 69.72 | 69.42 | |
| SMOTEGroup=G42025.02 | 69.24 | 66.77 | |
| GraphPromptGroup=G62025.02 | 68.62 | 68.37 | |
| GraphENSGroup=G52025.02 | 68.37 | 70.82 | |
| Over-samplingGroup=G42025.02 | 68.35 | 67.39 | |
| Self-ProGroup=G62025.02 | 68.33 | 67.16 | |
| GPPTGroup=G62025.02 | 68.04 | 67.42 | |
| HeCoGroup=G32025.02 | 67.94 | 66.52 | |
| HGTGroup=G22025.02 | 67.08 | 66.37 | |
| HANGroup=G22025.02 | 66.71 | 65.98 | |
| MetaHGGroup=G32025.02 | 66.41 | 65.39 | |
| HGMAEGroup=G32025.02 | 65.74 | 64.63 | |
| DMGIGroup=G32025.02 | 65.28 | 64.95 | |
| DeepSeek-R1 70BGroup=G72025.02 | 65.18 | 63.65 | |
| Re-weightingGroup=G42025.02 | 65.05 | 65.91 | |
| Mistral 24BGroup=G72025.02 | 64.73 | 62.36 | |
| HetGNNGroup=G22025.02 | 63.46 | 64.05 | |
| GINGroup=G12025.02 | 61.09 | 60.67 | |
| GCNGroup=G12025.02 | 60.94 | 59.72 | |
| GATGroup=G12025.02 | 60.63 | 59.3 |