# Gender Bias Mitigation on Multilingual CrowS-Pairs Source: [Gender Bias Mitigation on Multilingual CrowS-Pairs]() Collection index: [llms.txt]() Data updated: 2026-04-06T08:14:26.636Z Evaluation of model performance on mitigating gender bias using the multilingual version of the CrowS-Pairs dataset, reporting results aggregated by language (DE, ZH, ES, JA). 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 Bias Mitigation | | Dataset (including any stated split) | Multilingual CrowS-Pairs gender-sensitive attributes | | Metric | Bias Score (DE) | | 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 - [Bias Score (DE)](): Lower is better; unit: SCALAR. - [Bias Score (ZH)](): Lower is better; unit: SCALAR. - [Bias Score (ES)](): Lower is better; unit: SCALAR. - [Bias Score (JA)](): Lower is better; unit: SCALAR. - [Average Bias Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | Bias Score (DE) | Result date | Report paper | | --- | --- | --- | --- | | MSD | 0.83 | Not recorded | 69d33dd97d0172140ec734ee | | CDA | 1.37 | Not recorded | 69d33dd97d0172140ec734ee | | MSD | 2.11 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 2.59 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 3.1 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 3.38 | Not recorded | 69d33dd97d0172140ec734ee | | SD | 4.74 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 4.74 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 5.06 | Not recorded | 69d33dd97d0172140ec734ee | | MCDA | 6.31 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 6.5 | Not recorded | 69d33dd97d0172140ec734ee | | XLM-R | 7.35 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 8.23 | Not recorded | 69d33dd97d0172140ec734ee | | SD | 8.46 | Not recorded | 69d33dd97d0172140ec734ee | | mBERT | 8.48 | Not recorded | 69d33dd97d0172140ec734ee | | MCDA | 10.61 | Not recorded | 69d33dd97d0172140ec734ee | | MD | 11.88 | Not recorded | 69d33dd97d0172140ec734ee | | CDA | 12.73 | Not recorded | 69d33dd97d0172140ec734ee | ### MSD Bias Score (DE): 0.83. Result ID: 69d36b6047f34ce924bb27d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### CDA Bias Score (DE): 1.37. Result ID: 69d36b6047f34ce924bb27db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MSD Bias Score (DE): 2.11. Result ID: 69d36b6047f34ce924bb27de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 2.59. Result ID: 69d36b6047f34ce924bb27d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT","Tuning Method":"Prefix Tune"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 3.1. Result ID: 69d36b6047f34ce924bb27df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R","Tuning Method":"Full Fine-Tune"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 3.38. Result ID: 69d36b6047f34ce924bb27d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT","Tuning Method":"Prompt Tune"}. This record does not assert independent reproduction. ### SD Bias Score (DE): 4.74. Result ID: 69d36b6047f34ce924bb27dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 4.74. Result ID: 69d36b6047f34ce924bb27e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R","Tuning Method":"Adapter Tune"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 5.06. Result ID: 69d36b6047f34ce924bb27d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT","Tuning Method":"Full Fine-Tune"}. This record does not assert independent reproduction. ### MCDA Bias Score (DE): 6.31. Result ID: 69d36b6047f34ce924bb27dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 6.5. Result ID: 69d36b6047f34ce924bb27e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R","Tuning Method":"Prefix Tune"}. This record does not assert independent reproduction. ### XLM-R Bias Score (DE): 7.35. Result ID: 69d36b6047f34ce924bb27da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 8.23. Result ID: 69d36b6047f34ce924bb27e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R","Tuning Method":"Prompt Tune"}. This record does not assert independent reproduction. ### SD Bias Score (DE): 8.46. Result ID: 69d36b6047f34ce924bb27d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### mBERT Bias Score (DE): 8.48. Result ID: 69d36b6047f34ce924bb27d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### MCDA Bias Score (DE): 10.61. Result ID: 69d36b6047f34ce924bb27d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### MD Bias Score (DE): 11.88. Result ID: 69d36b6047f34ce924bb27d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT","Tuning Method":"Adapter Tune"}. This record does not assert independent reproduction. ### CDA Bias Score (DE): 12.73. Result ID: 69d36b6047f34ce924bb27d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.