Author

Danil Sazanakov

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Preprint Aug 2026

STONIC: A Layered Measurement Contract for LLM Value Profiling

LLM value studies often merge questionnaire ratings, pairwise choices, and values inferred from generated text into one profile. That merge assumes that the three observations describe the same stable preference. STONIC tests this assumption on 5,144 situations from four banks and 35 fixed model configurations. It comp...

A. Chetvergov, S. Ukolov, Timofei Sivoraksha et al. · 1 citation

Preprint Aug 2026

VIBE: A VAD-Informed Benchmark for Entity-Centered Affective Profiling of Large Language Model Outputs

VIBE is introduced, a benchmark for entity-centered affective profiling of LLM outputs in Valence-Arousal-Dominance (VAD) space and its core contribution is a measurement contract, which motivates entity-centered affective profiling as a documented practice.

A. Chetvergov, Alexander Evseev, Timofei Sivoraksha et al. · 0 citations