# Gender Controlled Generation on GCGender (Masculine)

Source: [Gender Controlled Generation on GCGender (Masculine)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine>)

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

Data updated: 2026-06-01T08:04:25.578Z

Evaluation of model performance on the Masculine subset of the GCGender dataset, focusing on Gender Controlled Generation, measured by counts, mention ratios, and delta ratios for gendered terms (M, F, N).

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 | Gender Controlled Generation |
| Dataset (including any stated split) | GCGender (Masculine) |
| Metric | Avg Count (M) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Avg Count (M)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Avg%20Count%20(M)>): Higher is better; unit: SCALAR.

- [Avg Count (F)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Avg%20Count%20(F)>): Higher is better; unit: SCALAR.

- [Avg Count (N)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Avg%20Count%20(N)>): Higher is better; unit: SCALAR.

- [Mention Ratio (%) (M)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Mention%20Ratio%20(%25)%20(M)>): Higher is better; unit: PERCENT.

- [Mention Ratio (%) (F)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Mention%20Ratio%20(%25)%20(F)>): Higher is better; unit: PERCENT.

- [Mention Ratio (%) (N)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Mention%20Ratio%20(%25)%20(N)>): Higher is better; unit: PERCENT.

- [Delta Ratio (M)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Delta%20Ratio%20(M)>): Lower is better; unit: SCALAR.

- [Delta Ratio (F)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Delta%20Ratio%20(F)>): Lower is better; unit: SCALAR.

- [Delta Ratio (N)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-gcgender-masculine.md?metric=Delta%20Ratio%20(N)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Avg Count (M) | Result date | Report paper |
| --- | --- | --- | --- |
| LAPE | 0.95 | Not recorded | 6a1d1213dbd7150506f83fef |
| Baseline | 0.89 | Not recorded | 6a1d1213dbd7150506f83fef |
| sNeuron-TST | 0.86 | Not recorded | 6a1d1213dbd7150506f83fef |
| Gender Neuron Masking (Ours) | 0.83 | Not recorded | 6a1d1213dbd7150506f83fef |

### LAPE

Avg Count (M): 0.95. Result ID: 6a1d3c4cfbc373592c163a18.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1213dbd7150506f83fef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d1c2.md>)

[Implementation](<https://github.com/RUCAIBox/Language-Specific-Neurons>)

Recorded evaluation configuration: {"Base Model":"Qwen 2.5"}. This record does not assert independent reproduction.

### Baseline

Avg Count (M): 0.89. Result ID: 6a1d3c4cfbc373592c163a16.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1213dbd7150506f83fef.md>)

Recorded evaluation configuration: {"Base Model":"Qwen 2.5"}. This record does not assert independent reproduction.

### sNeuron-TST

Avg Count (M): 0.86. Result ID: 6a1d3c4cfbc373592c163a17.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1213dbd7150506f83fef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75081e209131cea65682.md>)

Recorded evaluation configuration: {"Base Model":"Qwen 2.5"}. This record does not assert independent reproduction.

### Gender Neuron Masking (Ours)

Avg Count (M): 0.83. Result ID: 6a1d3c4cfbc373592c163a19.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1213dbd7150506f83fef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d1213dbd7150506f83fef.md>)

Recorded evaluation configuration: {"Base Model":"Qwen 2.5"}. This record does not assert independent reproduction.

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