# Style Verification on 91-artist corpus strict-anchor (25 artist-disjoint splits)

Source: [Style Verification on 91-artist corpus strict-anchor (25 artist-disjoint splits)](<https://www.sota2.com/research/sota/style-verification-on-91-artist-corpus-strict-anchor-25-artist-disjoint-splits>)

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

Data updated: 2026-05-12T10:31:14.851Z

Evaluation of Style Verification performance on the 91-artist corpus, utilizing 25 artist-disjoint splits, measured by AUC and EER metrics.

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 | Style Verification |
| Dataset (including any stated split) | 91-artist corpus strict-anchor (25 artist-disjoint splits) |
| Metric | Wins (out of 25) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Wins (out of 25)](<https://www.sota2.com/research/sota/style-verification-on-91-artist-corpus-strict-anchor-25-artist-disjoint-splits.md?metric=Wins%20(out%20of%2025)>): Higher is better; unit: SCALAR.

- [AUC](<https://www.sota2.com/research/sota/style-verification-on-91-artist-corpus-strict-anchor-25-artist-disjoint-splits.md?metric=AUC>): Higher is better; unit: SCALAR.

- [Min AUC](<https://www.sota2.com/research/sota/style-verification-on-91-artist-corpus-strict-anchor-25-artist-disjoint-splits.md?metric=Min%20AUC>): Higher is better; unit: SCALAR.

- [EER](<https://www.sota2.com/research/sota/style-verification-on-91-artist-corpus-strict-anchor-25-artist-disjoint-splits.md?metric=EER>): Lower is better; unit: SCALAR.

- [Mean Change (Δ)](<https://www.sota2.com/research/sota/style-verification-on-91-artist-corpus-strict-anchor-25-artist-disjoint-splits.md?metric=Mean%20Change%20(%CE%94)>): Higher is better; unit: SCALAR.

- [95% CI Half-Width](<https://www.sota2.com/research/sota/style-verification-on-91-artist-corpus-strict-anchor-25-artist-disjoint-splits.md?metric=95%25%20CI%20Half-Width>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Wins (out of 25) | Result date | Report paper |
| --- | --- | --- | --- |
| Pair-logreg vanilla | 25 | Not recorded | 6a02b410dbc836b87d8246ae |
| CSLS vanilla | 25 | Not recorded | 6a02b410dbc836b87d8246ae |
| CSLS pos-interp 336 | 25 | Not recorded | 6a02b410dbc836b87d8246ae |
| Pair-logreg pos-interp 336 | 25 | Not recorded | 6a02b410dbc836b87d8246ae |
| Cosine pos-interp 336 | 24 | Not recorded | 6a02b410dbc836b87d8246ae |
| CSLS pos-interp 336 | 24 | Not recorded | 6a02b410dbc836b87d8246ae |
| Pair-logreg pos-interp 336 | 11 | Not recorded | 6a02b410dbc836b87d8246ae |
| CSLS pos-interp 336 | 0 | Not recorded | 6a02b410dbc836b87d8246ae |

### Pair-logreg vanilla

Wins (out of 25): 25. Result ID: 6a0300ec47f34ce924e674e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64851e209131cea051f9.md>)

[Implementation](<https://www.github.com/facebookresearch/InferSent>)

Recorded evaluation configuration: {"Comparison Reference":"Cosine vanilla"}. This record does not assert independent reproduction.

### CSLS vanilla

Wins (out of 25): 25. Result ID: 6a0300ec47f34ce924e674e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640a1e209131cea02380.md>)

[Implementation](<https://github.com/facebookresearch/MUSE>)

Recorded evaluation configuration: {"Comparison Reference":"Cosine vanilla"}. This record does not assert independent reproduction.

### CSLS pos-interp 336

Wins (out of 25): 25. Result ID: 6a0300ec47f34ce924e674eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

Recorded evaluation configuration: {"Comparison Reference":"Cosine vanilla"}. This record does not assert independent reproduction.

### Pair-logreg pos-interp 336

Wins (out of 25): 25. Result ID: 6a0300ec47f34ce924e674ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

Recorded evaluation configuration: {"Comparison Reference":"Cosine vanilla"}. This record does not assert independent reproduction.

### Cosine pos-interp 336

Wins (out of 25): 24. Result ID: 6a0300ec47f34ce924e674ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

Recorded evaluation configuration: {"Comparison Reference":"Cosine vanilla"}. This record does not assert independent reproduction.

### CSLS pos-interp 336

Wins (out of 25): 24. Result ID: 6a0300ec47f34ce924e674ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

Recorded evaluation configuration: {"Comparison Reference":"CSLS vanilla"}. This record does not assert independent reproduction.

### Pair-logreg pos-interp 336

Wins (out of 25): 11. Result ID: 6a0300ec47f34ce924e674ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

Recorded evaluation configuration: {"Comparison Reference":"Pair-logreg vanilla"}. This record does not assert independent reproduction.

### CSLS pos-interp 336

Wins (out of 25): 0. Result ID: 6a0300ec47f34ce924e674ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b410dbc836b87d8246ae.md>)

Recorded evaluation configuration: {"Comparison Reference":"Pair-logreg vanilla"}. This record does not assert independent reproduction.

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