# Concept contribution evaluation on Broden

Source: [Concept contribution evaluation on Broden](<https://www.sota2.com/research/sota/concept-contribution-evaluation-on-broden>)

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

Data updated: 2026-05-19T13:15:31.257Z

Evaluation of concept contribution methods on the Broden dataset, measured using ADP, MDP, and MAD scores.

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 | Concept contribution evaluation |
| Dataset (including any stated split) | Broden |
| Metric | ADP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [ADP](<https://www.sota2.com/research/sota/concept-contribution-evaluation-on-broden.md?metric=ADP>): Higher is better; unit: PERCENT.

- [MDP](<https://www.sota2.com/research/sota/concept-contribution-evaluation-on-broden.md?metric=MDP>): Higher is better; unit: PERCENT.

- [MAD](<https://www.sota2.com/research/sota/concept-contribution-evaluation-on-broden.md?metric=MAD>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ADP | Result date | Report paper |
| --- | --- | --- | --- |
| OCCAM | 51.82 | Not recorded | 6a0bef15dbc836b87d82cad0 |
| OCCAM | 49.66 | Not recorded | 6a0bef15dbc836b87d82cad0 |
| CE-FAM | 49.12 | Not recorded | 6a0bef15dbc836b87d82cad0 |
| OCCAM | 47.19 | Not recorded | 6a0bef15dbc836b87d82cad0 |
| CE-FAM | 46.2 | Not recorded | 6a0bef15dbc836b87d82cad0 |
| CE-FAM | 44.18 | Not recorded | 6a0bef15dbc836b87d82cad0 |

### OCCAM

ADP: 51.82. Result ID: 6a0c625ffbc373592c0418a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### OCCAM

ADP: 49.66. Result ID: 6a0c625ffbc373592c0418a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CE-FAM

ADP: 49.12. Result ID: 6a0c625ffbc373592c0418a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb41e209131cea8a08f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### OCCAM

ADP: 47.19. Result ID: 6a0c625ffbc373592c0418a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### CE-FAM

ADP: 46.2. Result ID: 6a0c625ffbc373592c0418a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb41e209131cea8a08f.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CE-FAM

ADP: 44.18. Result ID: 6a0c625ffbc373592c0418a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb41e209131cea8a08f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

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