ResearchBenchmarksProfession Prediction on FC-Prof (FAIRCOT-PROFESSIONS)Follow56GMF1 Score (Age)Llama16.4826.743747.26Oct 26, 2025Evaluation ResultsMethodMethodLinksGMF1 Score (Age)GMF1 Score (Gender)GMF1 Score (Race)GMF1 Score (Religion)LlamaFramework=FairJudgeFramework=FairJudge2025.1056405033GPTFramework=FairJudgeFramework=FairJudge2025.1037435762GeminiFramework=FairJudgeFramework=FairJudge2025.1037435762CLIPFramework=Contrastive...Framework=Contrastive baseline2025.1018212730