# Circuit Localization on Mixing dataset IOI

Source: [Circuit Localization on Mixing dataset IOI](<https://www.sota2.com/research/sota/circuit-localization-on-mixing-dataset-ioi>)

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

Data updated: 2026-05-12T11:21:30.905Z

Evaluation of model performance on the Circuit Localization task using the Mixing dataset IOI split, reporting the CMD metric.

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 | Circuit Localization |
| Dataset (including any stated split) | Mixing dataset IOI |
| Metric | CMD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 28 of 28 |
| 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

- [CMD](<https://www.sota2.com/research/sota/circuit-localization-on-mixing-dataset-ioi.md?metric=CMD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CMD | Result date | Report paper |
| --- | --- | --- | --- |
| K-Random | 0.008 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-PCA | 0.008 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-SVD | 0.009 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-agglom.-SVD | 0.011 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-divisive-SVD | 0.011 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-PCA | 0.012 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP-IG | 0.015 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-Random | 0.022 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-Random | 0.022 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-representative | 0.022 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-SVD | 0.022 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-PCA | 0.022 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-SVD | 0.025 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP | 0.026 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-divisive-SVD | 0.026 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-divisive-SVD | 0.026 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-agglom.-SVD | 0.047 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-agglom.-SVD | 0.047 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP | 0.063 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP | 0.068 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-representative | 0.071 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-representative | 0.071 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP-IG | 0.125 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP-IG | 0.125 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| E-Act | 0.129 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| Random | 0.749 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| Random | 0.845 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| Random | 0.845 | Not recorded | 6a02b45cdbc836b87d8249e8 |

### K-Random

CMD: 0.008. Result ID: 6a030c7d47f34ce924e6cc0a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### DCD-kmeans-PCA

CMD: 0.008. Result ID: 6a030c7d47f34ce924e6cc19.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### DCD-kmeans-SVD

CMD: 0.009. Result ID: 6a030c7d47f34ce924e6cc16.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### DCD-agglom.-SVD

CMD: 0.011. Result ID: 6a030c7d47f34ce924e6cc10.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### DCD-divisive-SVD

CMD: 0.011. Result ID: 6a030c7d47f34ce924e6cc13.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### DCD-kmeans-PCA

CMD: 0.012. Result ID: 6a030c7d47f34ce924e6cc1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### EAP-IG

CMD: 0.015. Result ID: 6a030c7d47f34ce924e6cc00.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffd3.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### K-Random

CMD: 0.022. Result ID: 6a030c7d47f34ce924e6cc09.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### K-Random

CMD: 0.022. Result ID: 6a030c7d47f34ce924e6cc0b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### K-representative

CMD: 0.022. Result ID: 6a030c7d47f34ce924e6cc0d.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6379ebc499c97409c30.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### DCD-kmeans-SVD

CMD: 0.022. Result ID: 6a030c7d47f34ce924e6cc17.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### DCD-kmeans-PCA

CMD: 0.022. Result ID: 6a030c7d47f34ce924e6cc18.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### DCD-kmeans-SVD

CMD: 0.025. Result ID: 6a030c7d47f34ce924e6cc15.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### EAP

CMD: 0.026. Result ID: 6a030c7d47f34ce924e6cc03.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71411e209131cea502d1.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### DCD-divisive-SVD

CMD: 0.026. Result ID: 6a030c7d47f34ce924e6cc12.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### DCD-divisive-SVD

CMD: 0.026. Result ID: 6a030c7d47f34ce924e6cc14.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### DCD-agglom.-SVD

CMD: 0.047. Result ID: 6a030c7d47f34ce924e6cc0f.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### DCD-agglom.-SVD

CMD: 0.047. Result ID: 6a030c7d47f34ce924e6cc11.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### EAP

CMD: 0.063. Result ID: 6a030c7d47f34ce924e6cc04.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71411e209131cea502d1.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### EAP

CMD: 0.068. Result ID: 6a030c7d47f34ce924e6cc02.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71411e209131cea502d1.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### K-representative

CMD: 0.071. Result ID: 6a030c7d47f34ce924e6cc0c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6379ebc499c97409c30.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### K-representative

CMD: 0.071. Result ID: 6a030c7d47f34ce924e6cc0e.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6379ebc499c97409c30.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### EAP-IG

CMD: 0.125. Result ID: 6a030c7d47f34ce924e6cbff.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffd3.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### EAP-IG

CMD: 0.125. Result ID: 6a030c7d47f34ce924e6cc01.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffd3.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

### E-Act

CMD: 0.129. Result ID: 6a030c7d47f34ce924e6cc05.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7e9.md>)

[Implementation](<https://github.com/ArthurConmy/Automatic-Circuit-Discovery>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### Random

CMD: 0.749. Result ID: 6a030c7d47f34ce924e6cc07.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Llama"}. This record does not assert independent reproduction.

### Random

CMD: 0.845. Result ID: 6a030c7d47f34ce924e6cc06.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"GPT2"}. This record does not assert independent reproduction.

### Random

CMD: 0.845. Result ID: 6a030c7d47f34ce924e6cc08.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45cdbc836b87d8249e8.md>)

Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction.

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