Fraud Detection on DigitalMusic
84.23Macro F1 ScoreFraudCoT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FraudCoTLLM=true, GNN=true2026.01 | 84.23 | 93.08 | 84.49 | |
| ConsisGADLLM=false, GNN=true2026.01 | 83.27 | 91.65 | 82.9 | |
| HGTLLM=false, GNN=true2026.01 | 83.23 | 91.5 | 82.24 | |
| TAPELLM=true, GNN=true2026.01 | 82.98 | 91.59 | 81.99 | |
| GAAPLLM=false, GNN=true2026.01 | 82.3 | 91.78 | 80.15 | |
| RGCNLLM=false, GNN=true2026.01 | 81.67 | 91.33 | 79.49 | |
| MLPLLM=false, GNN=false2026.01 | 81.13 | 90.44 | 76.44 | |
| PMPLLM=false, GNN=true2026.01 | 80.41 | 82.51 | 64.32 | |
| InstructGLMLLM=true, GNN=false2026.01 | 70.39 | 78.52 | 54.3 | |
| LLM-SFTLLM=true, GNN=false2026.01 | 63.79 | 70.13 | 45.8 | |
| LLaGALLM=true, GNN=true2026.01 | 63.62 | 64.27 | 40.98 | |
| FLAGLLM=true, GNN=true2026.01 | 62.46 | 63.44 | 38.59 | |
| GraphGPTLLM=true, GNN=true2026.01 | 60.27 | 62.23 | 41.8 | |
| HiGPTLLM=true, GNN=true2026.01 | 60.2 | 65 | 39.42 | |
| LLMLLM=true, GNN=false2026.01 | 42.5 | 51.78 | 26.09 |