Fraud Detection on PromotionAbuse
77.95Macro F1 ScoreFraudCoT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FraudCoTLLM=true, GNN=true2026.01 | 77.95 | 88.03 | 73.65 | |
| ConsisGADLLM=false, GNN=true2026.01 | 75.56 | 84.29 | 68.82 | |
| TAPELLM=true, GNN=true2026.01 | 74.12 | 86.47 | 67.21 | |
| GAAPLLM=false, GNN=true2026.01 | 72.75 | 81.37 | 65.13 | |
| RGCNLLM=false, GNN=true2026.01 | 66.78 | 79.49 | 67.7 | |
| HGTLLM=false, GNN=true2026.01 | 60.01 | 64.09 | 41.88 | |
| PMPLLM=false, GNN=true2026.01 | 58.89 | 62.93 | 40.45 | |
| FLAGLLM=true, GNN=true2026.01 | 58.06 | 63.28 | 42.17 | |
| MLPLLM=false, GNN=false2026.01 | 57.49 | 71.08 | 58.12 | |
| HiGPTLLM=true, GNN=true2026.01 | 55.33 | 60.25 | 40.21 | |
| InstructGLMLLM=true, GNN=false2026.01 | 54.61 | 54.09 | 34.75 | |
| GraphGPTLLM=true, GNN=true2026.01 | 52.68 | 58.92 | 38.47 | |
| LLaGALLM=true, GNN=true2026.01 | 50.42 | 55.07 | 35.26 | |
| LLM-SFTLLM=true, GNN=false2026.01 | 49.12 | 55.39 | 35.75 | |
| LLMLLM=true, GNN=false2026.01 | 48.86 | 51 | 26.91 |