# Gender Controlled Generation on InclusiveGender Feminine

Source: [Gender Controlled Generation on InclusiveGender Feminine](<https://www.sota2.com/research/sota/gender-controlled-generation-on-inclusivegender-feminine>)

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

Data updated: 2026-06-01T08:04:25.481Z

Evaluation of model performance on the InclusiveGender Feminine subset, focusing on controlling the generation of gendered terms and measuring associated mention ratios and deviations.

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) | InclusiveGender Feminine |
| Metric | Gendered Terms per Response (M) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [Gendered Terms per Response (M)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-inclusivegender-feminine.md?metric=Gendered%20Terms%20per%20Response%20(M)>): Lower is better; unit: SCALAR.

- [Gendered Terms per Response (F)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-inclusivegender-feminine.md?metric=Gendered%20Terms%20per%20Response%20(F)>): Lower is better; unit: SCALAR.

- [Gendered Terms per Response (N)](<https://www.sota2.com/research/sota/gender-controlled-generation-on-inclusivegender-feminine.md?metric=Gendered%20Terms%20per%20Response%20(N)>): Lower is better; unit: SCALAR.

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

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

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

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

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

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

## Recorded results

| Method | Gendered Terms per Response (M) | Result date | Report paper |
| --- | --- | --- | --- |
| Gender Neuron Masking (Ours) | 0.06 | Not recorded | 6a1d1213dbd7150506f83fef |
| Baseline | 0.07 | Not recorded | 6a1d1213dbd7150506f83fef |
| sNeuron-TST | 0.1 | Not recorded | 6a1d1213dbd7150506f83fef |
| LAPE | 0.14 | Not recorded | 6a1d1213dbd7150506f83fef |
| LAPE | 0.15 | Not recorded | 6a1d1213dbd7150506f83fef |
| Baseline | 0.16 | Not recorded | 6a1d1213dbd7150506f83fef |
| Gender Neuron Masking (Ours) | 0.16 | Not recorded | 6a1d1213dbd7150506f83fef |
| sNeuron-TST | 0.2 | Not recorded | 6a1d1213dbd7150506f83fef |

### Gender Neuron Masking (Ours)

Gendered Terms per Response (M): 0.06. Result ID: 6a1d3c4cfbc373592c163a09.

[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.

### Baseline

Gendered Terms per Response (M): 0.07. Result ID: 6a1d3c4cfbc373592c163a06.

[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

Gendered Terms per Response (M): 0.1. Result ID: 6a1d3c4cfbc373592c163a07.

[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.

### LAPE

Gendered Terms per Response (M): 0.14. Result ID: 6a1d3c4cfbc373592c163a08.

[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.

### LAPE

Gendered Terms per Response (M): 0.15. Result ID: 6a1d3c4cfbc373592c163a14.

[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

Gendered Terms per Response (M): 0.16. Result ID: 6a1d3c4cfbc373592c163a12.

[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.

### Gender Neuron Masking (Ours)

Gendered Terms per Response (M): 0.16. Result ID: 6a1d3c4cfbc373592c163a15.

[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.

### sNeuron-TST

Gendered Terms per Response (M): 0.2. Result ID: 6a1d3c4cfbc373592c163a13.

[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.

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