Which Objectives Need a Dial? Predicting Objective Conflict and Covering Trade-offs in Steerable Pluralistic Alignment
How Multi-Objective Direct Preference Optimization empowers users to navigate complex value trade-offs.
People hold diverse, sometimes conflicting values, so no single aligned model can satisfy everyone. Pluralistic alignment therefore calls for steerable models that can balance competing objectives differently. Multi-Objective Direct Preference Optimization (MODPO) does this by us...
ArXiv CS.AI
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This research addresses the fundamental challenge of balancing heterogeneous human values by moving beyond a 'one-size-fits-all' alignment strategy. By introducing steerable objective functions, the work enables dynamic customization that allows models to navigate complex moral trade-offs based on specific user requirements.
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