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Beyond Surface Alignment: Grounding the Dynamics of Situational Understanding and Generative Control in LLMs

#Beyond #Surface #Alignment #Grounding #Dynamics

arXiv:2608.29610v1 Announce Type: new Abstract: The current alignment tuning paradigm for Large Language Models (LLMs) prioritizes surface-level behaviors -- fluency, safety, and tonal consistency. While effective for casual chat, this thesis argues that such surface alignment masks a lack of…