# Fault type diagnosis on Wi-Fi Multimodal Fault Dataset (test) Source: [Fault type diagnosis on Wi-Fi Multimodal Fault Dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T08:36:01.192Z Evaluation of model performance for fault type diagnosis using the test split of the Wi-Fi Multimodal Fault Dataset, reporting Accuracy, Precision, Recall, and F1 score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Fault type diagnosis | | Dataset (including any stated split) | Wi-Fi Multimodal Fault Dataset (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PropLLM | 91.2 | Not recorded | 6a1e63c3dbd7150506f85390 | | BiAn | 87.3 | Not recorded | 6a1e63c3dbd7150506f85390 | | FAMOS | 86.1 | Not recorded | 6a1e63c3dbd7150506f85390 | | Confucius | 85.3 | Not recorded | 6a1e63c3dbd7150506f85390 | | NetLLM | 84.7 | Not recorded | 6a1e63c3dbd7150506f85390 | | Minder | 83.9 | Not recorded | 6a1e63c3dbd7150506f85390 | | LLM-CoT | 78 | Not recorded | 6a1e63c3dbd7150506f85390 | | LLM-RAG | 74.6 | Not recorded | 6a1e63c3dbd7150506f85390 | | GDN | 71.2 | Not recorded | 6a1e63c3dbd7150506f85390 | | XGBoost | 65.3 | Not recorded | 6a1e63c3dbd7150506f85390 | | LLM-Direct | 57.6 | Not recorded | 6a1e63c3dbd7150506f85390 | ### PropLLM Accuracy: 91.2. Result ID: 6a1e94e6fbc373592c18bb1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### BiAn Accuracy: 87.3. Result ID: 6a1e94e6fbc373592c18bb1a. [Reporting paper]() Recorded evaluation configuration: {"Category":"LLM","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### FAMOS Accuracy: 86.1. Result ID: 6a1e94e6fbc373592c18bb14. [Reporting paper]() Recorded evaluation configuration: {"Category":"Non-LLM"}. This record does not assert independent reproduction. ### Confucius Accuracy: 85.3. Result ID: 6a1e94e6fbc373592c18bb19. [Reporting paper]() Recorded evaluation configuration: {"Category":"LLM","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### NetLLM Accuracy: 84.7. Result ID: 6a1e94e6fbc373592c18bb18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Minder Accuracy: 83.9. Result ID: 6a1e94e6fbc373592c18bb13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Non-LLM"}. This record does not assert independent reproduction. ### LLM-CoT Accuracy: 78. Result ID: 6a1e94e6fbc373592c18bb17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### LLM-RAG Accuracy: 74.6. Result ID: 6a1e94e6fbc373592c18bb16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"LLM","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GDN Accuracy: 71.2. Result ID: 6a1e94e6fbc373592c18bb12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Non-LLM"}. This record does not assert independent reproduction. ### XGBoost Accuracy: 65.3. Result ID: 6a1e94e6fbc373592c18bb11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Non-LLM"}. This record does not assert independent reproduction. ### LLM-Direct Accuracy: 57.6. Result ID: 6a1e94e6fbc373592c18bb15. [Reporting paper]() Recorded evaluation configuration: {"Category":"LLM","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.