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Author

M. Delaflor

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Book Open access Sep 2026

Personality-Profiled Virtual Agents Are More Predictable: The Constraint-Entropy Tradeoff for Trustworthy Agent Design

Effective human-agent cooperation requires that users form mental models of an agent’s behavioral tendencies. Yet LLM-based virtual agents are inherently stochastic, undermining the behavioral consistency that mental model formation depends on. We introduce the Constraint-Entropy Tradeoff (CET) model, an information-th...

Carlos Toxtli, M. Delaflor · 0 citations
#small language model Book Open access Sep 2026

Qualification by Calibration: A Readable Benchmark for Admitting Language Models to Human-Computation Tasks

Evaluating a diverse panel of contemporary models under three administration protocols, it is shown that a naive harness, with a fixed token budget and an unaudited parser, manufactures failing workers out of competent ones, misreading a model that answers essentially every item correctly as badly inaccurate, answer-bi...

Carlos Toxtli, M. Delaflor · 0 citations

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