# Social Debiasing on FACET Out-of-Domain Source: [Social Debiasing on FACET Out-of-Domain]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:33.646Z Evaluation of social debiasing techniques applied to the Out-of-Domain subset of the FACET dataset, measured using fairness metrics like MS and NDKL. 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) | FACET Out-of-Domain | | Metric | 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 - [MS](): Lower is better; unit: SCALAR. - [NDKL](): Lower is better; unit: SCALAR. ## Recorded results | Method | MS | Result date | Report paper | | --- | --- | --- | --- | | Biased-prompts | 0.417 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.45 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.455 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.456 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.456 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.459 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.46 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.465 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.469 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.477 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.478 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.483 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.484 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.485 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.487 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.5 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.635 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.663 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.727 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.744 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.745 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.746 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.749 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.751 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.752 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.753 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.754 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.754 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.764 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.766 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.769 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.79 | Not recorded | 68fa75c01e209131cea69b51 | ### Biased-prompts MS: 0.417. Result ID: 6993f9743a6c3148491a0108. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.45. Result ID: 6993f9743a6c3148491a0117. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MS: 0.455. Result ID: 6993f9743a6c3148491a0119. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MS: 0.456. Result ID: 6993f9743a6c3148491a0101. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts MS: 0.456. Result ID: 6993f9743a6c3148491a0118. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.459. Result ID: 6993f9743a6c3148491a00ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts MS: 0.46. Result ID: 6993f9743a6c3148491a0100. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.465. Result ID: 6993f9743a6c3148491a010f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MS: 0.469. Result ID: 6993f9743a6c3148491a0109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts MS: 0.477. Result ID: 6993f9743a6c3148491a0110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.478. Result ID: 6993f9743a6c3148491a00fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.483. Result ID: 6993f9743a6c3148491a0116. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours MS: 0.484. Result ID: 6993f9743a6c3148491a0111. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.485. Result ID: 6993f9743a6c3148491a0106. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.487. Result ID: 6993f9743a6c3148491a010e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.5. Result ID: 6993f9743a6c3148491a0107. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts MS: 0.635. Result ID: 6993f9743a6c3148491a0104. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts MS: 0.663. Result ID: 6993f9743a6c3148491a010c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts MS: 0.727. Result ID: 6993f9743a6c3148491a0114. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.744. Result ID: 6993f9743a6c3148491a0102. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.745. Result ID: 6993f9743a6c3148491a0103. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MS: 0.746. Result ID: 6993f9743a6c3148491a0105. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.749. Result ID: 6993f9743a6c3148491a0112. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MS: 0.751. Result ID: 6993f9743a6c3148491a010d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.752. Result ID: 6993f9743a6c3148491a010a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.753. Result ID: 6993f9743a6c3148491a0113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.754. Result ID: 6993f9743a6c3148491a010b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MS: 0.754. Result ID: 6993f9743a6c3148491a0115. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP MS: 0.764. Result ID: 6993f9743a6c3148491a011a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Ours MS: 0.766. Result ID: 6993f9743a6c3148491a011d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip MS: 0.769. Result ID: 6993f9743a6c3148491a011b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts MS: 0.79. Result ID: 6993f9743a6c3148491a011c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.