# Identifying mislabeled points on click (Precision)

Source: [Identifying mislabeled points on click (Precision)](<https://www.sota2.com/research/sota/identifying-mislabeled-points-on-click-precision>)

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

Data updated: 2026-05-21T12:27:53.628Z

Evaluation of model performance in identifying mislabeled points within the 'click' dataset, measured using Precision.

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 | Identifying mislabeled points |
| Dataset (including any stated split) | click |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Precision](<https://www.sota2.com/research/sota/identifying-mislabeled-points-on-click-precision.md?metric=Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| bv-fast | 7 | Not recorded | 6a0e91b3f984739ed6738c58 |
| bv-uw | 7 | Not recorded | 6a0e91b3f984739ed6738c58 |
| sv | 7 | Not recorded | 6a0e91b3f984739ed6738c58 |
| sv-uw | 7 | Not recorded | 6a0e91b3f984739ed6738c58 |
| bv-mc | 5 | Not recorded | 6a0e91b3f984739ed6738c58 |
| rand | 5 | Not recorded | 6a0e91b3f984739ed6738c58 |
| sv-mc | 2 | Not recorded | 6a0e91b3f984739ed6738c58 |
| sv-soft | 2 | Not recorded | 6a0e91b3f984739ed6738c58 |
| lava | 2 | Not recorded | 6a0e91b3f984739ed6738c58 |
| loo | 2 | Not recorded | 6a0e91b3f984739ed6738c58 |
| beta-mc | 0 | Not recorded | 6a0e91b3f984739ed6738c58 |
| inf | 0 | Not recorded | 6a0e91b3f984739ed6738c58 |

### bv-fast

Precision: 7. Result ID: 6a0efa34fbc373592c077f9e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### bv-uw

Precision: 7. Result ID: 6a0efa34fbc373592c077fa0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### sv

Precision: 7. Result ID: 6a0efa34fbc373592c077fa1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c8d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### sv-uw

Precision: 7. Result ID: 6a0efa34fbc373592c077fa3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c8d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### bv-mc

Precision: 5. Result ID: 6a0efa34fbc373592c077f9f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### rand

Precision: 5. Result ID: 6a0efa34fbc373592c077fa9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### sv-mc

Precision: 2. Result ID: 6a0efa34fbc373592c077fa2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f51e209131cea53c8d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### sv-soft

Precision: 2. Result ID: 6a0efa34fbc373592c077fa4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15138.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### lava

Precision: 2. Result ID: 6a0efa34fbc373592c077fa6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71911e209131cea52065.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### loo

Precision: 2. Result ID: 6a0efa34fbc373592c077fa8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### beta-mc

Precision: 0. Result ID: 6a0efa34fbc373592c077fa5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba71e209131cea2f982.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### inf

Precision: 0. Result ID: 6a0efa34fbc373592c077fa7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91b3f984739ed6738c58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f81e209131cea1f643.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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