# Social Debiasing on Fairface Out-of-Domain Source: [Social Debiasing on Fairface Out-of-Domain]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:44.491Z Evaluation of social debiasing performance on the Out-of-Domain split of the Fairface dataset, measured using MS (MaxSkew) and NDKL (Normalized KL Divergence) metrics. 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 | Social Debiasing | | Dataset (including any stated split) | Fairface Out-of-Domain | | Metric | MaxSkew (MS) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 32 of 32 | | 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 - [MaxSkew (MS)](): Lower is better; unit: SCALAR. - [NDKL](): Lower is better; unit: SCALAR. ## Recorded results | Method | MaxSkew (MS) | Result date | Report paper | | --- | --- | --- | --- | | Biased-prompts | 0.094 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.097 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.101 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.108 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.133 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.135 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.138 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.155 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.161 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.172 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.175 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.185 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.191 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.193 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.218 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.253 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.519 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.564 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.564 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.565 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.568 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.569 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.606 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.617 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.627 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.643 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.657 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.659 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.672 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.679 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.701 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.777 | Not recorded | 68fa75c01e209131cea69b51 | ### Biased-prompts MaxSkew (MS): 0.094. Result ID: 6993f9743a6c3148491a00e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.097. Result ID: 6993f9743a6c3148491a00ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.101. Result ID: 6993f9743a6c3148491a00e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.108. Result ID: 6993f9743a6c3148491a00e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.133. Result ID: 6993f9743a6c3148491a00df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.135. Result ID: 6993f9743a6c3148491a00f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.138. Result ID: 6993f9743a6c3148491a00e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.155. Result ID: 6993f9743a6c3148491a00f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts MaxSkew (MS): 0.161. Result ID: 6993f9743a6c3148491a00e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts MaxSkew (MS): 0.172. Result ID: 6993f9743a6c3148491a00f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.175. Result ID: 6993f9743a6c3148491a00f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.185. Result ID: 6993f9743a6c3148491a00ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts MaxSkew (MS): 0.191. Result ID: 6993f9743a6c3148491a00f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.193. Result ID: 6993f9743a6c3148491a00f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.218. Result ID: 6993f9743a6c3148491a00de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.253. Result ID: 6993f9743a6c3148491a00e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.519. Result ID: 6993f9743a6c3148491a00fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts MaxSkew (MS): 0.564. Result ID: 6993f9743a6c3148491a00f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts MaxSkew (MS): 0.564. Result ID: 6993f9743a6c3148491a00fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.565. Result ID: 6993f9743a6c3148491a00fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.568. Result ID: 6993f9743a6c3148491a00f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.569. Result ID: 6993f9743a6c3148491a00fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.606. Result ID: 6993f9743a6c3148491a00e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.617. Result ID: 6993f9743a6c3148491a00ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MaxSkew (MS): 0.627. Result ID: 6993f9743a6c3148491a00ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.643. Result ID: 6993f9743a6c3148491a00e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.657. Result ID: 6993f9743a6c3148491a00e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.659. Result ID: 6993f9743a6c3148491a00eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MaxSkew (MS): 0.672. Result ID: 6993f9743a6c3148491a00f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip MaxSkew (MS): 0.679. Result ID: 6993f9743a6c3148491a00f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts MaxSkew (MS): 0.701. Result ID: 6993f9743a6c3148491a00ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts MaxSkew (MS): 0.777. Result ID: 6993f9743a6c3148491a00e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.