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AI Alignment

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Wednesday, 16 September 2026

How Value Induction Reshapes LLM Behaviour

Apple Machine Learning Research 1 month ago 31

Researchers fine-tuned conversational LLMs with curated subsets of value-related preference data to see how value induction changes model behavior and side effects. The study measured impacts across QA benchmarks after value induction, including one set of curated value subsets derived from existing preference datasets. It found that inducing values can increase expression of related values and sometimes contrastive ones, generally improves safety for positive values, and increases anthropomorphic, validating, and sycophantic language.

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