Out-of-Distribution Detection on Citeseer
77.54In-Distribution AccuracyLECT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LECTLLM Backbone=qwen2026.03 | 77.54 | 87.65 | 62.46 | 58.58 | |
| OODGAT2026.03 | 76.9 | 68.43 | 27.33 | 97.72 | |
| GPN2026.03 | 76.76 | 55.35 | 46.38 | 92.51 | |
| GNNSAFE2026.03 | 76.7 | 81.2 | 51.17 | 69.17 | |
| LECTLLM Backbone=llama2026.03 | 76.65 | 88.09 | 62.35 | 47.51 | |
| GRASP2026.03 | 76.52 | 82.01 | 54.79 | 71.45 | |
| LECTLLM Backbone=chatgpt2026.03 | 76.52 | 87.17 | 61.09 | 55.84 | |
| ODIN2026.03 | 76.4 | 70.6 | 32.97 | 79.77 | |
| LECTLLM Backbone=gemma2026.03 | 76.27 | 87.86 | 60.01 | 55.25 | |
| OSSNC2026.03 | 75.89 | 72.14 | 33.27 | 96.23 | |
| EMP2026.03 | 75.89 | 70.16 | 30.87 | 79.26 | |
| NODESAFE2026.03 | 75.89 | 84.29 | 48.41 | 52.92 | |
| MSP2026.03 | 75.36 | 71.47 | 30.81 | 97.64 | |
| GNNSAFE++2026.03 | 73.76 | 84.51 | 49.23 | 54.77 |