Fault type diagnosis on Wi-Fi Multimodal Fault Dataset (test)
91.2AccuracyPropLLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PropLLMCategory=LLM, Backbone=Qwen3-8B2026.05 | 91.2 | 91 | 89.6 | 90.3 | |
| BiAnCategory=LLM, Backbone=Qwen3-8B2026.05 | 87.3 | 86.5 | 85.1 | 85.8 | |
| FAMOSCategory=Non-LLM2026.05 | 86.1 | 85.1 | 83.9 | 84.5 | |
| ConfuciusCategory=LLM, Backbone=Qwen3-8B2026.05 | 85.3 | 84.4 | 83 | 83.7 | |
| NetLLMCategory=LLM, Backbone=Qwen3-8B2026.05 | 84.7 | 83.9 | 82.3 | 83.1 | |
| MinderCategory=Non-LLM2026.05 | 83.9 | 83 | 81.4 | 82.2 | |
| LLM-CoTCategory=LLM, Backbone=Qwen3-8B2026.05 | 78 | 77.1 | 74.9 | 76 | |
| LLM-RAGCategory=LLM, Backbone=Qwen3-8B2026.05 | 74.6 | 74 | 71.4 | 72.7 | |
| GDNCategory=Non-LLM2026.05 | 71.2 | 70 | 67.8 | 68.9 | |
| XGBoostCategory=Non-LLM2026.05 | 65.3 | 64.2 | 61.8 | 63 | |
| LLM-DirectCategory=LLM, Backbone=Qwen3-8B2026.05 | 57.6 | 55.6 | 51.9 | 53.7 |