Miscitation Detection on S2ORC
81AUCLAGMiD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAGMiDBackbone=Qwen3-8B2026.03 | 81 | 82.56 | 84.19 | |
| GLADCategory=GNN-based2026.03 | 78.83 | 79.32 | 77.33 | |
| AnomalyLLMCategory=Text-Rich Graph Learning2026.03 | 75.47 | 73.81 | 74.2 | |
| GuARDCategory=Text-Rich Graph Learning2026.03 | 75.28 | 76.87 | 77.4 | |
| QwenBackbone=Qwen3-8B2026.03 | 75.06 | 76.78 | 73.24 | |
| RoBERTaCategory=PLM-based2026.03 | 74.59 | 63.3 | 70.81 | |
| GLMBackbone=GLM4-9B2026.03 | 71.29 | 76.21 | 76.81 | |
| SciBERTCategory=PLM-based2026.03 | 70.24 | 70.94 | 76.53 | |
| GCNCategory=GNN-based2026.03 | 69.71 | 68.71 | 66.06 |