# Campaign Assignment on Musical Instruments

Source: [Campaign Assignment on Musical Instruments](<https://www.sota2.com/research/sota/campaign-assignment-on-musical-instruments>)

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

Data updated: 2026-06-09T11:24:34.701Z

Evaluation of Campaign Assignment performance on the Musical Instruments dataset, measured using Lift, Gini, and Quality 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 | Campaign Assignment |
| Dataset (including any stated split) | Musical Instruments |
| Metric | Lift |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Lift](<https://www.sota2.com/research/sota/campaign-assignment-on-musical-instruments.md?metric=Lift>): Higher is better; unit: SCALAR.

- [Gini](<https://www.sota2.com/research/sota/campaign-assignment-on-musical-instruments.md?metric=Gini>): Higher is better; unit: PERCENT.

- [Quality](<https://www.sota2.com/research/sota/campaign-assignment-on-musical-instruments.md?metric=Quality>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Lift | Result date | Report paper |
| --- | --- | --- | --- |
| Constrained Spectral Biclustering | 152 | Not recorded | 6a279e9790966ade919bfd32 |
| Greedy Local Search | 91 | Not recorded | 6a279e9790966ade919bfd32 |
| Bandit Thompson | 89 | Not recorded | 6a279e9790966ade919bfd32 |
| Bandit UCB1 | 88 | Not recorded | 6a279e9790966ade919bfd32 |
| Simulated Annealing | 3 | Not recorded | 6a279e9790966ade919bfd32 |

### Constrained Spectral Biclustering

Lift: 152. Result ID: 6a27f65cfbc373592c25bc8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"false","Runs":"1","Runtime (min)":"62.8"}. This record does not assert independent reproduction.

### Greedy Local Search

Lift: 91. Result ID: 6a27f65cfbc373592c25bc8a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"10","Runtime (min)":"74.3 ± 15.7"}. This record does not assert independent reproduction.

### Bandit Thompson

Lift: 89. Result ID: 6a27f65cfbc373592c25bc8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"10","Runtime (min)":"51.9 ± 5.5"}. This record does not assert independent reproduction.

### Bandit UCB1

Lift: 88. Result ID: 6a27f65cfbc373592c25bc8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"10","Runtime (min)":"45.0 ± 3.0"}. This record does not assert independent reproduction.

### Simulated Annealing

Lift: 3. Result ID: 6a27f65cfbc373592c25bc8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"1","Runtime (h)":"95.3"}. This record does not assert independent reproduction.

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