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P. Murukannaiah

2 papers indexed here

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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

Objective-Behavior Alignment: Diagnostics for MORL Policy Selection

This work proposes an exploratory diagnostic workflow that automatically highlights behavioral variation along the Pareto front that objective values alone do not reveal, providing both quantitative and visual tools to support policy inspection.

A. Mone, Zuzanna Osika, Florian Felten et al. · 0 citations

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