# Linear accessibility probing on Geography concept family

Source: [Linear accessibility probing on Geography concept family](<https://www.sota2.com/research/sota/linear-accessibility-probing-on-geography-concept-family>)

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

Data updated: 2026-04-20T07:03:55.140Z

Evaluation of model performance using Linear accessibility probing methodology on the Geography concept family dataset, reporting metrics including Model top-1 accuracy and various accessibility scores (Alin, Amlp, Delta).

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 | Linear accessibility probing |
| Dataset (including any stated split) | Geography concept family |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/linear-accessibility-probing-on-geography-concept-family.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Best Alin Score](<https://www.sota2.com/research/sota/linear-accessibility-probing-on-geography-concept-family.md?metric=Best%20Alin%20Score>): Higher is better; unit: SCALAR.

- [Best Amlp Score](<https://www.sota2.com/research/sota/linear-accessibility-probing-on-geography-concept-family.md?metric=Best%20Amlp%20Score>): Higher is better; unit: SCALAR.

- [Delta Score](<https://www.sota2.com/research/sota/linear-accessibility-probing-on-geography-concept-family.md?metric=Delta%20Score>): Higher is better; unit: SCALAR.

- [Accuracy (a)](<https://www.sota2.com/research/sota/linear-accessibility-probing-on-geography-concept-family.md?metric=Accuracy%20(a)>): Higher is better; unit: PERCENT.

- [Accuracy (b)](<https://www.sota2.com/research/sota/linear-accessibility-probing-on-geography-concept-family.md?metric=Accuracy%20(b)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Gemma-2-2B | 60.1 | Not recorded | 69e5b30e7d0172140ec7dfd8 |

### Gemma-2-2B

Top-1 Accuracy: 60.1. Result ID: 69e5ced947f34ce924cb763e.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b30e7d0172140ec7dfd8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b30e7d0172140ec7dfd8.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-2-2B"}. This record does not assert independent reproduction.

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