# Holistic Social Debiasing Assessment on Alignment and Bias Level Evaluation (ABLE) Source: [Holistic Social Debiasing Assessment on Alignment and Bias Level Evaluation (ABLE)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:29.609Z Evaluation of model performance on holistic social debiasing using the Alignment and Bias Level Evaluation (ABLE) dataset, reporting the ABLE score. 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 | Holistic Social Debiasing Assessment | | Dataset (including any stated split) | Alignment and Bias Level Evaluation (ABLE) | | Metric | ABLE Score | | Unit | PERCENT | | Direction | Higher 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 - [ABLE Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | ABLE Score | Result date | Report paper | | --- | --- | --- | --- | | CLIP-clip | 0.845 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.8385 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.8368 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.8361 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.833 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.827 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.8244 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.8048 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.7936 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.7852 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.7739 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.756 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.756 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.7379 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.7318 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.7274 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.6973 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.6969 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.6921 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.6911 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.683 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.677 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.6696 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.6686 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.6477 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.6469 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.6434 | Not recorded | 68fa75c01e209131cea69b51 | | Ours | 0.6433 | Not recorded | 68fa75c01e209131cea69b51 | | Original CLIP | 0.6287 | Not recorded | 68fa75c01e209131cea69b51 | | CLIP-clip | 0.6108 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.6083 | Not recorded | 68fa75c01e209131cea69b51 | | Biased-prompts | 0.6019 | Not recorded | 68fa75c01e209131cea69b51 | ### CLIP-clip ABLE Score: 0.845. Result ID: 6993f9743a6c3148491a0177. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.8385. Result ID: 6993f9743a6c3148491a0171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip ABLE Score: 0.8368. Result ID: 6993f9743a6c3148491a016f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.8361. Result ID: 6993f9743a6c3148491a016e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.833. Result ID: 6993f9743a6c3148491a0179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.827. Result ID: 6993f9743a6c3148491a0176. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.8244. Result ID: 6993f9743a6c3148491a0178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.8048. Result ID: 6993f9743a6c3148491a0170. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.7936. Result ID: 6993f9743a6c3148491a0161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip ABLE Score: 0.7852. Result ID: 6993f9743a6c3148491a015f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.7739. Result ID: 6993f9743a6c3148491a015e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.756. Result ID: 6993f9743a6c3148491a0166. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.756. Result ID: 6993f9743a6c3148491a0169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### CLIP-clip ABLE Score: 0.7379. Result ID: 6993f9743a6c3148491a0167. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.7318. Result ID: 6993f9743a6c3148491a0160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.7274. Result ID: 6993f9743a6c3148491a0168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Gender"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.6973. Result ID: 6993f9743a6c3148491a017c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip ABLE Score: 0.6969. Result ID: 6993f9743a6c3148491a017b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.6921. Result ID: 6993f9743a6c3148491a017d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.6911. Result ID: 6993f9743a6c3148491a0174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.683. Result ID: 6993f9743a6c3148491a017a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-H/14","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip ABLE Score: 0.677. Result ID: 6993f9743a6c3148491a0163. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.6696. Result ID: 6993f9743a6c3148491a0162. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.6686. Result ID: 6993f9743a6c3148491a0165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.6477. Result ID: 6993f9743a6c3148491a016a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.6469. Result ID: 6993f9743a6c3148491a016d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip ABLE Score: 0.6434. Result ID: 6993f9743a6c3148491a016b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. ### Ours ABLE Score: 0.6433. Result ID: 6993f9743a6c3148491a0175. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Original CLIP ABLE Score: 0.6287. Result ID: 6993f9743a6c3148491a0172. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### CLIP-clip ABLE Score: 0.6108. Result ID: 6993f9743a6c3148491a0173. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.6083. Result ID: 6993f9743a6c3148491a0164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Biases":"Age"}. This record does not assert independent reproduction. ### Biased-prompts ABLE Score: 0.6019. Result ID: 6993f9743a6c3148491a016c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Biases":"Age"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.