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J. A. D. López

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#small language model Open access Oct 2026

Telemetry Degradation and Sequential Stability in LLM-Integrated IoT Decision Systems

This work introduces a framework to evaluate the behavioral stability of LLM decision systems transforming IoT telemetry to semantic output, and argues behavioral stability in LLM-integrated IoT systems must be evaluated jointly with sensing reliability and regime structure.

J. A. D. López, Christopher Abou-Najm, Saksham Dawhan et al. · 0 citations
#artificial intelligence Preprint Sep 2026

When Confidence Signals Disagree: Local and Global Confidence in Autoregressive Language Models

Results show that confidence readouts derived from the same predictive system are not empirically interchangeable and that their disagreement can provide a diagnostic of unstable sampling behavior, and confidence should be treated as an explicitly defined measurement rather than as a single intrinsic scalar property of...

J. A. D. López · 0 citations

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