# Audit-endpoint disagreement on LIMO

Source: [Audit-endpoint disagreement on LIMO](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo>)

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

Data updated: 2026-06-09T10:34:17.825Z

Evaluation of model performance on the LIMO dataset using audit-endpoint disagreement metrics, including L^A, R^M, and AEDS variants.

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 | Audit-endpoint disagreement |
| Dataset (including any stated split) | LIMO |
| Metric | L^A |
| Unit | PERCENT |
| Direction | Lower 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

- [L^A](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=L%5EA>): Lower is better; unit: PERCENT.

- [R^M (Paper)](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=R%5EM%20(Paper)>): Lower is better; unit: PERCENT.

- [R^M (LiRA)](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=R%5EM%20(LiRA)>): Lower is better; unit: PERCENT.

- [R^M](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=R%5EM>): Lower is better; unit: PERCENT.

- [AEDS](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=AEDS>): Lower is better; unit: PERCENT.

- [AEDS (95% CI)](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=AEDS%20(95%25%20CI)>): Lower is better; unit: PERCENT.

- [p-value](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=p-value>): Lower is better; unit: SCALAR.

- [Endpoint-only Disagreement](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=Endpoint-only%20Disagreement>): Lower is better; unit: SCALAR.

- [AEDS Correlation](<https://www.sota2.com/research/sota/audit-endpoint-disagreement-on-limo.md?metric=AEDS%20Correlation>): Lower is better; unit: SCALAR.

## Recorded results

| Method | L^A | Result date | Report paper |
| --- | --- | --- | --- |
| LaBraM | 30.6 | Not recorded | 6a279e5690966ade919bf9e7 |

### LaBraM

L^A: 30.6. Result ID: 6a27eb58fbc373592c25620c.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5690966ade919bf9e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73711e209131cea5c83d.md>)

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

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