Bias Analysis
Exploring bias propagation paths in AI language models effectively.
Intervention Strategies
Implementing knockout experiments to quantify bias contributions in AI models.
Validation Phase
Comparing bias propagation between GPT-4 and GPT-3.5 models.
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Bias Propagation Analysis
Explore bias paths and interventions to enhance AI fairness and reduce stereotypes effectively.
Attention Head Analysis
Evaluate bias contributions from attention heads in AI models for improved fairness.
Bias Severity Prediction
Train classifiers to predict bias severity based on attention patterns in AI systems.
Compare bias propagation across different AI models to understand and mitigate biases.