# Occupational Racial Bias Evaluation on BLS (Bureau of Labor Statistics) Professions (Black) Source: [Occupational Racial Bias Evaluation on BLS (Bureau of Labor Statistics) Professions (Black)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:54.541Z Evaluation of racial bias across different occupational percentiles using the BLS Professions dataset, specifically focusing on outcomes for Black professionals. 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 Racial Bias Evaluation | | Dataset (including any stated split) | BLS (Bureau of Labor Statistics) Professions (Black) | | Metric | Bottom 20% Score | | 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 - [Bottom 20% Score](): Higher is better; unit: PERCENT. - [20-40% Score](): Higher is better; unit: PERCENT. - [40-60% Score](): Higher is better; unit: PERCENT. - [60-80% Score](): Higher is better; unit: PERCENT. - [Top 20% Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bottom 20% Score | Result date | Report paper | | --- | --- | --- | --- | | Stable Diffusion 1.4 | 6.6 | Not recorded | 68fa71201e209131cea4f537 | | openjourney-v4 | 6.3 | Not recorded | 68fa71201e209131cea4f537 | | stable-diffusion-2-1-base | 5.8 | Not recorded | 68fa71201e209131cea4f537 | | stable-diffusion-v1-5 | 5.1 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion 2 | 4.8 | Not recorded | 68fa71201e209131cea4f537 | | BLS Statistics | 4.7 | Not recorded | 68fa71201e209131cea4f537 | | art-dreamlike-photoreal-2.0 | 4.6 | Not recorded | 68fa71201e209131cea4f537 | | vintedois-diffusion-v0-1 | 4.1 | Not recorded | 68fa71201e209131cea4f537 | | DALL-E 2 | 3.9 | Not recorded | 68fa71201e209131cea4f537 | | vox2 | 3.2 | Not recorded | 68fa71201e209131cea4f537 | | Realistic\_Vision\_V1.4 | 2.5 | Not recorded | 68fa71201e209131cea4f537 | | Analog-Diffusion | 2 | Not recorded | 68fa71201e209131cea4f537 | | DreamShaper | 0.2 | Not recorded | 68fa71201e209131cea4f537 | ### Stable Diffusion 1.4 Bottom 20% Score: 6.6. Result ID: 69919a113a6c3148490947c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"1.4"}. This record does not assert independent reproduction. ### openjourney-v4 Bottom 20% Score: 6.3. Result ID: 69919a113a6c3148490947b6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### stable-diffusion-2-1-base Bottom 20% Score: 5.8. Result ID: 69919a113a6c3148490947bd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### stable-diffusion-v1-5 Bottom 20% Score: 5.1. Result ID: 69919a113a6c3148490947bc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Stable Diffusion 2 Bottom 20% Score: 4.8. Result ID: 69919a113a6c3148490947c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"2.0"}. This record does not assert independent reproduction. ### BLS Statistics Bottom 20% Score: 4.7. Result ID: 69919a113a6c3148490947b4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### art-dreamlike-photoreal-2.0 Bottom 20% Score: 4.6. Result ID: 69919a113a6c3148490947b5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### vintedois-diffusion-v0-1 Bottom 20% Score: 4.1. Result ID: 69919a113a6c3148490947b7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DALL-E 2 Bottom 20% Score: 3.9. Result ID: 69919a113a6c3148490947c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### vox2 Bottom 20% Score: 3.2. Result ID: 69919a113a6c3148490947b8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Realistic\_Vision\_V1.4 Bottom 20% Score: 2.5. Result ID: 69919a113a6c3148490947b9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Analog-Diffusion Bottom 20% Score: 2. Result ID: 69919a113a6c3148490947bb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DreamShaper Bottom 20% Score: 0.2. Result ID: 69919a113a6c3148490947ba. [Reporting 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.