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Aditya Shankar

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#natural language process... Preprint Oct 2026

Model vs. User: Whose Values Prevail? Inference-Time Value Alignment in Multi-Turn Conversations

Human values shape how we expect language models to behave. Dominant alignment approaches treat values as global objectives, although the appropriate value orientation is personal and contextual. Training-free alignment can steer models toward target values at inference time, yet has been largely evaluated in single-tu...

Enrico Liscio, Anne Arzberger, Aditya Shankar et al. · 1 citation

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