# Gendered-term mention ratio control on InclusiveGender Source: [Gendered-term mention ratio control on InclusiveGender]() Collection index: [llms.txt]() Data updated: 2026-06-01T08:04:25.429Z Evaluation of model performance on controlling the ratio of gendered-term mentions within the InclusiveGender dataset, measured by changes in mention ratios (Δ M, Δ F, Δ 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 | Gendered-term mention ratio control | | Dataset (including any stated split) | InclusiveGender | | Metric | Δ M Mention Ratio | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Δ M Mention Ratio](): Lower is better; unit: SCALAR. - [Δ F Mention Ratio](): Lower is better; unit: SCALAR. - [Δ N Mention Ratio](): Lower is better; unit: SCALAR. ## Recorded results | Method | Δ M Mention Ratio | Result date | Report paper | | --- | --- | --- | --- | | sNeuron-TST | -2.37 | Not recorded | 6a1d1213dbd7150506f83fef | | LAPE | -2.03 | Not recorded | 6a1d1213dbd7150506f83fef | | LAPE | -1.65 | Not recorded | 6a1d1213dbd7150506f83fef | | LAPE | -0.36 | Not recorded | 6a1d1213dbd7150506f83fef | | neuron-level intervention approach | -0.33 | Not recorded | 6a1d1213dbd7150506f83fef | | LAPE | -0.16 | Not recorded | 6a1d1213dbd7150506f83fef | | sNeuron-TST | -0.09 | Not recorded | 6a1d1213dbd7150506f83fef | | neuron-level intervention approach | -0.04 | Not recorded | 6a1d1213dbd7150506f83fef | | neuron-level intervention approach | -0.03 | Not recorded | 6a1d1213dbd7150506f83fef | | neuron-level intervention approach | -0.02 | Not recorded | 6a1d1213dbd7150506f83fef | | neuron-level intervention approach | 0.02 | Not recorded | 6a1d1213dbd7150506f83fef | | LAPE | 0.02 | Not recorded | 6a1d1213dbd7150506f83fef | | LAPE | 0.07 | Not recorded | 6a1d1213dbd7150506f83fef | | sNeuron-TST | 0.17 | Not recorded | 6a1d1213dbd7150506f83fef | | sNeuron-TST | 0.17 | Not recorded | 6a1d1213dbd7150506f83fef | | neuron-level intervention approach | 0.33 | Not recorded | 6a1d1213dbd7150506f83fef | | sNeuron-TST | 1.11 | Not recorded | 6a1d1213dbd7150506f83fef | | sNeuron-TST | 3.54 | Not recorded | 6a1d1213dbd7150506f83fef | ### sNeuron-TST Δ M Mention Ratio: -2.37. Result ID: 6a1d3c4cfbc373592c1639ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Masculine"}. This record does not assert independent reproduction. ### LAPE Δ M Mention Ratio: -2.03. Result ID: 6a1d3c4cfbc373592c1639e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Masculine"}. This record does not assert independent reproduction. ### LAPE Δ M Mention Ratio: -1.65. Result ID: 6a1d3c4cfbc373592c1639ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Masculine"}. This record does not assert independent reproduction. ### LAPE Δ M Mention Ratio: -0.36. Result ID: 6a1d3c4cfbc373592c1639ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Feminine"}. This record does not assert independent reproduction. ### neuron-level intervention approach Δ M Mention Ratio: -0.33. Result ID: 6a1d3c4cfbc373592c1639ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Feminine"}. This record does not assert independent reproduction. ### LAPE Δ M Mention Ratio: -0.16. Result ID: 6a1d3c4cfbc373592c1639e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Neutral"}. This record does not assert independent reproduction. ### sNeuron-TST Δ M Mention Ratio: -0.09. Result ID: 6a1d3c4cfbc373592c1639e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Feminine"}. This record does not assert independent reproduction. ### neuron-level intervention approach Δ M Mention Ratio: -0.04. Result ID: 6a1d3c4cfbc373592c1639e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Feminine"}. This record does not assert independent reproduction. ### neuron-level intervention approach Δ M Mention Ratio: -0.03. Result ID: 6a1d3c4cfbc373592c1639ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Neutral"}. This record does not assert independent reproduction. ### neuron-level intervention approach Δ M Mention Ratio: -0.02. Result ID: 6a1d3c4cfbc373592c1639f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Neutral"}. This record does not assert independent reproduction. ### neuron-level intervention approach Δ M Mention Ratio: 0.02. Result ID: 6a1d3c4cfbc373592c1639e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Masculine"}. This record does not assert independent reproduction. ### LAPE Δ M Mention Ratio: 0.02. Result ID: 6a1d3c4cfbc373592c1639f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Neutral"}. This record does not assert independent reproduction. ### LAPE Δ M Mention Ratio: 0.07. Result ID: 6a1d3c4cfbc373592c1639e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Feminine"}. This record does not assert independent reproduction. ### sNeuron-TST Δ M Mention Ratio: 0.17. Result ID: 6a1d3c4cfbc373592c1639e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Masculine"}. This record does not assert independent reproduction. ### sNeuron-TST Δ M Mention Ratio: 0.17. Result ID: 6a1d3c4cfbc373592c1639f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Neutral"}. This record does not assert independent reproduction. ### neuron-level intervention approach Δ M Mention Ratio: 0.33. Result ID: 6a1d3c4cfbc373592c1639f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Masculine"}. This record does not assert independent reproduction. ### sNeuron-TST Δ M Mention Ratio: 1.11. Result ID: 6a1d3c4cfbc373592c1639e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen 2.5","Target":"Neutral"}. This record does not assert independent reproduction. ### sNeuron-TST Δ M Mention Ratio: 3.54. Result ID: 6a1d3c4cfbc373592c1639eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama 3.1","Target":"Feminine"}. This record does not assert independent reproduction. Page 1 of 1. 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