# Root cause localization on Wi-Fi Multimodal Fault Dataset (test)

Source: [Root cause localization on Wi-Fi Multimodal Fault Dataset (test)](<https://www.sota2.com/research/sota/root-cause-localization-on-wi-fi-multimodal-fault-dataset-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-02T08:36:01.085Z

Evaluation of Root Cause Localization performance on the test split of the Wi-Fi Multimodal Fault Dataset, measured using ranking metrics RC@1 and RC@3.

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 | Root cause localization |
| Dataset (including any stated split) | Wi-Fi Multimodal Fault Dataset (test) |
| Metric | RC@1 |
| 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

- [RC@1](<https://www.sota2.com/research/sota/root-cause-localization-on-wi-fi-multimodal-fault-dataset-test.md?metric=RC%401>): Higher is better; unit: PERCENT.

- [RC@3](<https://www.sota2.com/research/sota/root-cause-localization-on-wi-fi-multimodal-fault-dataset-test.md?metric=RC%403>): Higher is better; unit: PERCENT.

## Recorded results

| Method | RC@1 | Result date | Report paper |
| --- | --- | --- | --- |
| PropLLM | 74.8 | Not recorded | 6a1e63c3dbd7150506f85390 |
| BiAn | 70.1 | Not recorded | 6a1e63c3dbd7150506f85390 |
| AERCA | 65.1 | Not recorded | 6a1e63c3dbd7150506f85390 |
| BARO | 62.8 | Not recorded | 6a1e63c3dbd7150506f85390 |
| RUN | 60.2 | Not recorded | 6a1e63c3dbd7150506f85390 |
| LLM-CoT | 58.9 | Not recorded | 6a1e63c3dbd7150506f85390 |
| CORAL | 57.3 | Not recorded | 6a1e63c3dbd7150506f85390 |
| Chain-of-Event | 56.5 | Not recorded | 6a1e63c3dbd7150506f85390 |
| MULAN | 53 | Not recorded | 6a1e63c3dbd7150506f85390 |
| LLM-RAG | 50.5 | Not recorded | 6a1e63c3dbd7150506f85390 |
| GDN | 46.2 | Not recorded | 6a1e63c3dbd7150506f85390 |

### PropLLM

RC@1: 74.8. Result ID: 6a1e94e6fbc373592c18bb05.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### BiAn

RC@1: 70.1. Result ID: 6a1e94e6fbc373592c18bb04.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### AERCA

RC@1: 65.1. Result ID: 6a1e94e6fbc373592c18bb01.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BARO

RC@1: 62.8. Result ID: 6a1e94e6fbc373592c18bb00.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73371e209131cea5b3a7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RUN

RC@1: 60.2. Result ID: 6a1e94e6fbc373592c18baff.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72191e209131cea5479f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LLM-CoT

RC@1: 58.9. Result ID: 6a1e94e6fbc373592c18bb03.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### CORAL

RC@1: 57.3. Result ID: 6a1e94e6fbc373592c18bafe.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Chain-of-Event

RC@1: 56.5. Result ID: 6a1e94e6fbc373592c18bafd.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MULAN

RC@1: 53. Result ID: 6a1e94e6fbc373592c18bafc.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LLM-RAG

RC@1: 50.5. Result ID: 6a1e94e6fbc373592c18bb02.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### GDN

RC@1: 46.2. Result ID: 6a1e94e6fbc373592c18bafb.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c3dbd7150506f85390.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea267fc.md>)

[Implementation](<https://github.com/d-ailin/GDN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.