Miscitation Detection on RED
0.9615AUCLAGMiD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAGMiDBackbone=Qwen3-8B2026.03 | 0.9615 | 91.67 | 91.67 | |
| GuARDCategory=Text-Rich Graph Learning2026.03 | 0.91 | 85.71 | 87.53 | |
| AnomalyLLMCategory=Text-Rich Graph Learning2026.03 | 0.8982 | 83.54 | 83.27 | |
| QwenBackbone=Qwen3-8B2026.03 | 0.8362 | 80.56 | 76.82 | |
| GLMBackbone=GLM4-9B2026.03 | 0.822 | 72.02 | 80.51 | |
| GLADCategory=GNN-based2026.03 | 0.7774 | 69.36 | 77.74 | |
| SciBERTCategory=PLM-based2026.03 | 0.7651 | 74.71 | 71.82 | |
| GCNCategory=GNN-based2026.03 | 0.7559 | 68.57 | 75.57 | |
| RoBERTaCategory=PLM-based2026.03 | 0.7068 | 60.82 | 59.82 |