# Circuit Localization on Mixing dataset All tasks

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

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

Data updated: 2026-05-12T11:18:36.397Z

Evaluation of model performance on the Circuit Localization task using the Mixing dataset All tasks, 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 All tasks |
| 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-all-tasks.md?metric=CMD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CMD | Result date | Report paper |
| --- | --- | --- | --- |
| K-Random | 0.007 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-SVD | 0.007 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-PCA | 0.007 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-divisive-SVD | 0.008 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-agglom.-SVD | 0.01 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-representative | 0.012 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-divisive-SVD | 0.018 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-agglom.-SVD | 0.019 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-SVD | 0.019 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-PCA | 0.02 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP-IG | 0.022 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-Random | 0.027 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-divisive-SVD | 0.03 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-PCA | 0.039 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-Random | 0.041 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP | 0.042 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-kmeans-SVD | 0.043 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| DCD-agglom.-SVD | 0.061 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP-IG | 0.065 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-representative | 0.067 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| K-representative | 0.093 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP | 0.114 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP-IG | 0.13 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| EAP | 0.149 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| E-Act | 0.307 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| Random | 0.712 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| Random | 0.747 | Not recorded | 6a02b45cdbc836b87d8249e8 |
| Random | 0.752 | Not recorded | 6a02b45cdbc836b87d8249e8 |

### K-Random

CMD: 0.007. Result ID: 6a030c7d47f34ce924e6cbee.

[Reporting 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: 0.007. Result ID: 6a030c7d47f34ce924e6cbfa.

[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: 0.007. Result ID: 6a030c7d47f34ce924e6cbfd.

[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: 0.008. Result ID: 6a030c7d47f34ce924e6cbf7.

[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: 0.01. Result ID: 6a030c7d47f34ce924e6cbf4.

[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.

### K-representative

CMD: 0.012. Result ID: 6a030c7d47f34ce924e6cbf1.

[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-divisive-SVD

CMD: 0.018. Result ID: 6a030c7d47f34ce924e6cbf8.

[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: 0.019. Result ID: 6a030c7d47f34ce924e6cbf5.

[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-SVD

CMD: 0.019. Result ID: 6a030c7d47f34ce924e6cbfb.

[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: 0.02. Result ID: 6a030c7d47f34ce924e6cbfe.

[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: 0.022. Result ID: 6a030c7d47f34ce924e6cbe4.

[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: 0.027. Result ID: 6a030c7d47f34ce924e6cbef.

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

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

### DCD-divisive-SVD

CMD: 0.03. Result ID: 6a030c7d47f34ce924e6cbf6.

[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-PCA

CMD: 0.039. Result ID: 6a030c7d47f34ce924e6cbfc.

[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.

### K-Random

CMD: 0.041. Result ID: 6a030c7d47f34ce924e6cbed.

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

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

### EAP

CMD: 0.042. Result ID: 6a030c7d47f34ce924e6cbe7.

[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-kmeans-SVD

CMD: 0.043. Result ID: 6a030c7d47f34ce924e6cbf9.

[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: 0.061. Result ID: 6a030c7d47f34ce924e6cbf3.

[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-IG

CMD: 0.065. Result ID: 6a030c7d47f34ce924e6cbe5.

[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.

### K-representative

CMD: 0.067. Result ID: 6a030c7d47f34ce924e6cbf2.

[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.

### K-representative

CMD: 0.093. Result ID: 6a030c7d47f34ce924e6cbf0.

[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.

### EAP

CMD: 0.114. Result ID: 6a030c7d47f34ce924e6cbe8.

[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-IG

CMD: 0.13. Result ID: 6a030c7d47f34ce924e6cbe3.

[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

CMD: 0.149. Result ID: 6a030c7d47f34ce924e6cbe6.

[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.

### E-Act

CMD: 0.307. Result ID: 6a030c7d47f34ce924e6cbe9.

[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: 0.712. Result ID: 6a030c7d47f34ce924e6cbea.

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

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

### Random

CMD: 0.747. Result ID: 6a030c7d47f34ce924e6cbeb.

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

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

### Random

CMD: 0.752. Result ID: 6a030c7d47f34ce924e6cbec.

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

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

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