# Occupational Gender Bias Evaluation on BLS (Bureau of Labor Statistics) Professions (Woman) Source: [Occupational Gender Bias Evaluation on BLS (Bureau of Labor Statistics) Professions (Woman)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:50.482Z Evaluation of model performance regarding gender bias across occupational categories defined by the BLS Professions dataset, segmented by performance quantiles (e.g., Top 20%, Bottom 20%). 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 | Occupational Gender Bias Evaluation | | Dataset (including any stated split) | BLS (Bureau of Labor Statistics) Professions (Woman) | | Metric | Performance Quantile: Bottom 20% | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Performance Quantile: Bottom 20%](): Higher is better; unit: PERCENT. - [Performance Quantile: 20 to 40%](): Higher is better; unit: PERCENT. - [Performance Quantile: 40 to 60%](): Higher is better; unit: PERCENT. - [Performance Quantile: 60 to 80%](): Higher is better; unit: PERCENT. - [Performance Quantile: Top 20%](): Higher is better; unit: PERCENT. ## Recorded results | Method | Performance Quantile: Bottom 20% | Result date | Report paper | | --- | --- | --- | --- | | DreamShaper | 22.1 | Not recorded | 68fa71201e209131cea4f537 | | Realistic\_Vision\_V1.4 | 11 | Not recorded | 68fa71201e209131cea4f537 | | Analog-Diffusion | 8.5 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion 1.4 | 8.5 | Not recorded | 68fa71201e209131cea4f537 | | vintedois-diffusion-v0-1 | 7.8 | Not recorded | 68fa71201e209131cea4f537 | | BLS Statistics | 7.5 | Not recorded | 68fa71201e209131cea4f537 | | vox2 | 6.3 | Not recorded | 68fa71201e209131cea4f537 | | stable-diffusion-v1-5 | 6.2 | Not recorded | 68fa71201e209131cea4f537 | | art-dreamlike-photoreal-2.0 | 5.3 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion 2 | 5.3 | Not recorded | 68fa71201e209131cea4f537 | | stable-diffusion-2-1-base | 4.3 | Not recorded | 68fa71201e209131cea4f537 | | openjourney-v4 | 3.9 | Not recorded | 68fa71201e209131cea4f537 | | DALL-E 2 | 1.4 | Not recorded | 68fa71201e209131cea4f537 | ### DreamShaper Performance Quantile: Bottom 20%: 22.1. Result ID: 69919a113a6c3148490947b0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Realistic\_Vision\_V1.4 Performance Quantile: Bottom 20%: 11. Result ID: 69919a113a6c3148490947af. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Analog-Diffusion Performance Quantile: Bottom 20%: 8.5. Result ID: 69919a113a6c3148490947b1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Stable Diffusion 1.4 Performance Quantile: Bottom 20%: 8.5. Result ID: 69919a113a6c3148490947be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"1.4"}. This record does not assert independent reproduction. ### vintedois-diffusion-v0-1 Performance Quantile: Bottom 20%: 7.8. Result ID: 69919a113a6c3148490947ad. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BLS Statistics Performance Quantile: Bottom 20%: 7.5. Result ID: 69919a113a6c3148490947aa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### vox2 Performance Quantile: Bottom 20%: 6.3. Result ID: 69919a113a6c3148490947ae. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### stable-diffusion-v1-5 Performance Quantile: Bottom 20%: 6.2. Result ID: 69919a113a6c3148490947b2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### art-dreamlike-photoreal-2.0 Performance Quantile: Bottom 20%: 5.3. Result ID: 69919a113a6c3148490947ab. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Stable Diffusion 2 Performance Quantile: Bottom 20%: 5.3. Result ID: 69919a113a6c3148490947bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"2.0"}. This record does not assert independent reproduction. ### stable-diffusion-2-1-base Performance Quantile: Bottom 20%: 4.3. Result ID: 69919a113a6c3148490947b3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### openjourney-v4 Performance Quantile: Bottom 20%: 3.9. Result ID: 69919a113a6c3148490947ac. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DALL-E 2 Performance Quantile: Bottom 20%: 1.4. Result ID: 69919a113a6c3148490947c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.