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Which Objectives Need a Dial? Predicting Objective Conflict and Covering Trade-offs in Steerable Pluralistic Alignment
Not provided in the abstract
steerable modelsmulti-objective optimizationalignmenttrade-offs
2609.26929
Builder Relevance
2h ago70%
Abstract
The paper discusses the need for steerable models that can balance competing objectives in pluralistic alignment, highlighting the challenges of objective conflict and trade-off coverage.
Reality Card
Core Claim
The study provides practical guidance for building steerable models that can effectively serve diverse preferences by predicting when objectives align or conflict.
Method / Result
Two pre-training measurements can predict objective alignment or conflict for human-annotated data.
Limitations
The predictions do not hold for AI-annotated data due to confounding factors like response length and repetition.
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