Drug trafficking detection on Twitter-HetDrug 20% label setting (train)
71.36Macro-F1LLM-HetGDT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-HetGDTGroup=Ours2025.02 | 71.36 | 73.87 | |
| GraphSMOTEGroup=G52025.02 | 68.07 | 65.83 | |
| HGPromptGroup=G62025.02 | 67.97 | 66.08 | |
| PC-GNNGroup=G52025.02 | 67.52 | 64.71 | |
| SMOTEGroup=G42025.02 | 66.94 | 63.62 | |
| GraphENSGroup=G52025.02 | 66.93 | 64.06 | |
| GraphPromptGroup=G62025.02 | 65.89 | 64.53 | |
| DeepSeek-R1 70BGroup=G72025.02 | 65.36 | 63.98 | |
| Self-ProGroup=G62025.02 | 65.23 | 63.94 | |
| Over-samplingGroup=G42025.02 | 65.1 | 63.08 | |
| GPPTGroup=G62025.02 | 64.97 | 63.28 | |
| LLama 70BGroup=G72025.02 | 64.9 | 63.77 | |
| Mistral 24BGroup=G72025.02 | 64.9 | 62.57 | |
| HeCoGroup=G32025.02 | 64.83 | 63.21 | |
| HGTGroup=G22025.02 | 63.85 | 63.7 | |
| HANGroup=G22025.02 | 63.58 | 62.07 | |
| DMGIGroup=G32025.02 | 63.26 | 62.94 | |
| HGMAEGroup=G32025.02 | 62.53 | 61.73 | |
| Re-weightingGroup=G42025.02 | 62.38 | 63.07 | |
| MetaHGGroup=G32025.02 | 62.16 | 62.5 | |
| HetGNNGroup=G22025.02 | 60.86 | 61.39 | |
| GINGroup=G12025.02 | 59.15 | 57.92 | |
| GCNGroup=G12025.02 | 58.38 | 56.43 | |
| GATGroup=G12025.02 | 57.93 | 55.04 |