# Fine-grained Moral Steering on AITA

Source: [Fine-grained Moral Steering on AITA](<https://www.sota2.com/research/sota/fine-grained-moral-steering-on-aita>)

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

Data updated: 2026-05-06T08:17:15.352Z

Evaluation of model performance on fine-grained moral steering judgments using the AITA (Am I The Asshole?) dataset, measured by rho and MVR 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 | Fine-grained Moral Steering |
| Dataset (including any stated split) | AITA |
| Metric | Rho |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Rho](<https://www.sota2.com/research/sota/fine-grained-moral-steering-on-aita.md?metric=Rho>): Higher is better; unit: SCALAR.

- [MVR](<https://www.sota2.com/research/sota/fine-grained-moral-steering-on-aita.md?metric=MVR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Rho | Result date | Report paper |
| --- | --- | --- | --- |
| CDR | 0.966 | Not recorded | 69facb0ac0f56ed84308a341 |
| BL-PRS | 0.952 | Not recorded | 69facb0ac0f56ed84308a341 |
| Top-K Head | 0.936 | Not recorded | 69facb0ac0f56ed84308a341 |
| CDR | 0.928 | Not recorded | 69facb0ac0f56ed84308a341 |
| Prompt-Only | 0.927 | Not recorded | 69facb0ac0f56ed84308a341 |
| Prompt-Only | 0.871 | Not recorded | 69facb0ac0f56ed84308a341 |
| BL-PRS | 0.866 | Not recorded | 69facb0ac0f56ed84308a341 |
| Top-K Head | 0.86 | Not recorded | 69facb0ac0f56ed84308a341 |

### CDR

Rho: 0.966. Result ID: 69faf90947f34ce924ddd20b.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

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

### BL-PRS

Rho: 0.952. Result ID: 69faf90947f34ce924ddd20a.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1a1e209131cea86932.md>)

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

### Top-K Head

Rho: 0.936. Result ID: 69faf90947f34ce924ddd209.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c41e209131cea75321.md>)

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

### CDR

Rho: 0.928. Result ID: 69faf90947f34ce924ddd20f.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

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

### Prompt-Only

Rho: 0.927. Result ID: 69faf90947f34ce924ddd208.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42150.md>)

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

### Prompt-Only

Rho: 0.871. Result ID: 69faf90947f34ce924ddd20c.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42150.md>)

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

### BL-PRS

Rho: 0.866. Result ID: 69faf90947f34ce924ddd20e.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1a1e209131cea86932.md>)

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

### Top-K Head

Rho: 0.86. Result ID: 69faf90947f34ce924ddd20d.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0ac0f56ed84308a341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c41e209131cea75321.md>)

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

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