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Peer-reviewed and preprint research

The scientific foundations behind Meerkat's verification architecture.

Confabulation at Scale: Information-Theoretic Limits of LLM Faithfulness in Clinical Documentation

Raubenheimer, 2026 Preprint
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Frontier AI Auditing: A Comprehensive Framework

Brundage et al., 2026 arXiv:2601.11699
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Everything is Context: LLM-as-OS Paradigm

Xu et al., 2025 arXiv:2512.05470
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Detecting Hallucinations Using Uncertainty Estimation

Farquhar et al., 2024 Nature 630, 625-630
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LLM Susceptibility to Misinformation in Clinical Notes

Omar et al., 2026 Lancet Digital Health
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