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ProMediConv is introduced, a novel benchmarking framework that models mediation as a proactive, multi-stage, and party-aware dialogue process incorporating 11 mediation strategies and four party behavior pattern (BP) states and proposes MAD (Mean Attribute Difference), a fine-grained metric that captures BP shifts throughout the dialogue.
PRISM reveals that a structured approach to persona fidelity evaluation can drastically outperform traditional methods, providing more reliable insights into LLM behavior.
LLMs have consistent, situation-dependent personality "neurons" that can be steered without training, enabling more adaptable and human-like interactions.
