Author

N. G. Krishna

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Preprint Aug 2026

STEMMA: An Adversarial Multi-Agent Framework for Evaluating Self-Identity Consistency in LLMs

STEMMA is introduced, a multi-modal and multi-agent framework in which role specific agents collaboratively probe self identification behavior in different models to address concerns about output homogeneity, model biases, and accountability.

N. G. Krishna, Kanishka Jain · 0 citations