Fraud Detection on InstantVideo
83.21Macro F1 ScoreFraudCoT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FraudCoTLLM=true, GNN=true2026.01 | 83.21 | 90.73 | 84.1 | |
| PMPLLM=false, GNN=true2026.01 | 82.08 | 88.97 | 80.16 | |
| ConsisGADLLM=false, GNN=true2026.01 | 81.69 | 89.12 | 82.75 | |
| HGTLLM=false, GNN=true2026.01 | 81.53 | 88.77 | 81.25 | |
| TAPELLM=true, GNN=true2026.01 | 81.18 | 88.7 | 79.28 | |
| GAAPLLM=false, GNN=true2026.01 | 79.06 | 86.9 | 74.9 | |
| RGCNLLM=false, GNN=true2026.01 | 78.78 | 86.67 | 74.79 | |
| MLPLLM=false, GNN=false2026.01 | 76.84 | 84.56 | 71.48 | |
| LLM-SFTLLM=true, GNN=false2026.01 | 65.75 | 70.09 | 51.51 | |
| InstructGLMLLM=true, GNN=false2026.01 | 65.29 | 69.59 | 52.09 | |
| HiGPTLLM=true, GNN=true2026.01 | 60.91 | 66.06 | 48.78 | |
| GraphGPTLLM=true, GNN=true2026.01 | 60.2 | 63.16 | 49.87 | |
| LLaGALLM=true, GNN=true2026.01 | 59.66 | 57.78 | 43.89 | |
| FLAGLLM=true, GNN=true2026.01 | 57.36 | 57.65 | 41.75 | |
| LLMLLM=true, GNN=false2026.01 | 39.56 | 49.72 | 34.55 |