# Text Generation on Wikipedia Biographies (test)

Source: [Text Generation on Wikipedia Biographies (test)](<https://www.sota2.com/research/sota/text-generation-on-wikipedia-biographies-test>)

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

Data updated: 2026-02-26T05:40:40.787Z

Evaluation of text generation performance on the test split of the Wikipedia Biographies dataset, measured using δ-P, δ-R, and δ-PR 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 | Text Generation |
| Dataset (including any stated split) | Wikipedia Biographies (test) |
| Metric | Delta Precision (δ-P) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Delta Precision (δ-P)](<https://www.sota2.com/research/sota/text-generation-on-wikipedia-biographies-test.md?metric=Delta%20Precision%20(%CE%B4-P)>): Higher is better; unit: SCALAR.

- [Delta Recall (δ-R)](<https://www.sota2.com/research/sota/text-generation-on-wikipedia-biographies-test.md?metric=Delta%20Recall%20(%CE%B4-R)>): Higher is better; unit: SCALAR.

- [Delta Precision-Recall (δ-PR)](<https://www.sota2.com/research/sota/text-generation-on-wikipedia-biographies-test.md?metric=Delta%20Precision-Recall%20(%CE%B4-PR)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Delta Precision (δ-P) | Result date | Report paper |
| --- | --- | --- | --- |
| Pretrained | 25.37 | Not recorded | 698abc31c97a0b3e3b5de48e |
| Conditional | 24.31 | Not recorded | 698abc31c97a0b3e3b5de48e |
| Conditional | 24.16 | Not recorded | 698abc31c97a0b3e3b5de48e |
| Conditional | 23.17 | Not recorded | 698abc31c97a0b3e3b5de48e |
| RW | 22.88 | Not recorded | 698abc31c97a0b3e3b5de48e |
| Pretrained | 22.3 | Not recorded | 698abc31c97a0b3e3b5de48e |
| MinMax | 22.27 | Not recorded | 698abc31c97a0b3e3b5de48e |
| MinMax | 21.65 | Not recorded | 698abc31c97a0b3e3b5de48e |
| RW | 21.29 | Not recorded | 698abc31c97a0b3e3b5de48e |
| Pretrained | 21.18 | Not recorded | 698abc31c97a0b3e3b5de48e |
| RW | 20.91 | Not recorded | 698abc31c97a0b3e3b5de48e |
| Pretrained | 20.9 | Not recorded | 698abc31c97a0b3e3b5de48e |
| RW | 19.67 | Not recorded | 698abc31c97a0b3e3b5de48e |
| MinMax | 19.55 | Not recorded | 698abc31c97a0b3e3b5de48e |
| MinMax | 19.13 | Not recorded | 698abc31c97a0b3e3b5de48e |
| Conditional | 19.09 | Not recorded | 698abc31c97a0b3e3b5de48e |

### Pretrained

Delta Precision (δ-P): 25.37. Result ID: 6998d5a85698665ec4396e33.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b271.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 3B"}. This record does not assert independent reproduction.

### Conditional

Delta Precision (δ-P): 24.31. Result ID: 6998d5a85698665ec4396e34.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 3B"}. This record does not assert independent reproduction.

### Conditional

Delta Precision (δ-P): 24.16. Result ID: 6998d5a85698665ec4396e3c.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (it)"}. This record does not assert independent reproduction.

### Conditional

Delta Precision (δ-P): 23.17. Result ID: 6998d5a85698665ec4396e38.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (pt)"}. This record does not assert independent reproduction.

### RW

Delta Precision (δ-P): 22.88. Result ID: 6998d5a85698665ec4396e35.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d51e209131cea18cd8.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 3B"}. This record does not assert independent reproduction.

### Pretrained

Delta Precision (δ-P): 22.3. Result ID: 6998d5a85698665ec4396e3b.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b271.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (it)"}. This record does not assert independent reproduction.

### MinMax

Delta Precision (δ-P): 22.27. Result ID: 6998d5a85698665ec4396e36.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 3B"}. This record does not assert independent reproduction.

### MinMax

Delta Precision (δ-P): 21.65. Result ID: 6998d5a85698665ec4396e3e.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (it)"}. This record does not assert independent reproduction.

### RW

Delta Precision (δ-P): 21.29. Result ID: 6998d5a85698665ec4396e31.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d51e209131cea18cd8.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 1B"}. This record does not assert independent reproduction.

### Pretrained

Delta Precision (δ-P): 21.18. Result ID: 6998d5a85698665ec4396e2f.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b271.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 1B"}. This record does not assert independent reproduction.

### RW

Delta Precision (δ-P): 20.91. Result ID: 6998d5a85698665ec4396e3d.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d51e209131cea18cd8.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (it)"}. This record does not assert independent reproduction.

### Pretrained

Delta Precision (δ-P): 20.9. Result ID: 6998d5a85698665ec4396e37.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b271.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (pt)"}. This record does not assert independent reproduction.

### RW

Delta Precision (δ-P): 19.67. Result ID: 6998d5a85698665ec4396e39.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d51e209131cea18cd8.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (pt)"}. This record does not assert independent reproduction.

### MinMax

Delta Precision (δ-P): 19.55. Result ID: 6998d5a85698665ec4396e32.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 1B"}. This record does not assert independent reproduction.

### MinMax

Delta Precision (δ-P): 19.13. Result ID: 6998d5a85698665ec4396e3a.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"Gemma-3 4B (pt)"}. This record does not assert independent reproduction.

### Conditional

Delta Precision (δ-P): 19.09. Result ID: 6998d5a85698665ec4396e30.

[Reporting paper](<https://www.sota2.com/research/paper/698abc31c97a0b3e3b5de48e.md>)

Recorded evaluation configuration: {"Model":"LLaMA-3.2-Chat 1B"}. This record does not assert independent reproduction.

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