# Best Arm Identification on Drug Review Dataset Selection

Source: [Best Arm Identification on Drug Review Dataset Selection](<https://www.sota2.com/research/sota/best-arm-identification-on-drug-review-dataset-selection>)

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

Data updated: 2026-02-26T05:58:59.833Z

Evaluation of Best Arm Identification performance on the Drug Review Dataset Selection dataset, measured by Probability of false selection.

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 | Best Arm Identification |
| Dataset (including any stated split) | Drug Review Dataset Selection |
| Metric | Probability of False Selection |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Probability of False Selection](<https://www.sota2.com/research/sota/best-arm-identification-on-drug-review-dataset-selection.md?metric=Probability%20of%20False%20Selection>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Probability of False Selection | Result date | Report paper |
| --- | --- | --- | --- |
| iKG | 23 | Not recorded | 68fa710a1e209131cea4ed72 |
| Equal Allocation | 27 | Not recorded | 68fa710a1e209131cea4ed72 |
| TTEI | 28 | Not recorded | 68fa710a1e209131cea4ed72 |
| KG | 28 | Not recorded | 68fa710a1e209131cea4ed72 |
| EI | 37 | Not recorded | 68fa710a1e209131cea4ed72 |
| iKG | 38 | Not recorded | 68fa710a1e209131cea4ed72 |
| Equal Allocation | 43 | Not recorded | 68fa710a1e209131cea4ed72 |
| KG | 44 | Not recorded | 68fa710a1e209131cea4ed72 |
| EI | 46 | Not recorded | 68fa710a1e209131cea4ed72 |
| TTEI | 55 | Not recorded | 68fa710a1e209131cea4ed72 |

### iKG

Probability of False Selection: 23. Result ID: 6991910f3a6c314849090723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"98000"}. This record does not assert independent reproduction.

### Equal Allocation

Probability of False Selection: 27. Result ID: 6991910f3a6c31484909071b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"98000"}. This record does not assert independent reproduction.

### TTEI

Probability of False Selection: 28. Result ID: 6991910f3a6c31484909071f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63691e209131ce9fe8ae.md>)

Recorded evaluation configuration: {"Sample size":"98000"}. This record does not assert independent reproduction.

### KG

Probability of False Selection: 28. Result ID: 6991910f3a6c314849090721.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"98000"}. This record does not assert independent reproduction.

### EI

Probability of False Selection: 37. Result ID: 6991910f3a6c31484909071d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"98000"}. This record does not assert independent reproduction.

### iKG

Probability of False Selection: 38. Result ID: 6991910f3a6c314849090722.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"2400"}. This record does not assert independent reproduction.

### Equal Allocation

Probability of False Selection: 43. Result ID: 6991910f3a6c31484909071a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"2400"}. This record does not assert independent reproduction.

### KG

Probability of False Selection: 44. Result ID: 6991910f3a6c314849090720.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"2400"}. This record does not assert independent reproduction.

### EI

Probability of False Selection: 46. Result ID: 6991910f3a6c31484909071c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

Recorded evaluation configuration: {"Sample size":"2400"}. This record does not assert independent reproduction.

### TTEI

Probability of False Selection: 55. Result ID: 6991910f3a6c31484909071e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ed72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63691e209131ce9fe8ae.md>)

Recorded evaluation configuration: {"Sample size":"2400"}. This record does not assert independent reproduction.

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