AnalysisAI ModelsJuly 22, 2026

13 papers tackle LLM reliability, calibration, and safety

Some 13 papers from July 21-22, 2026, address LLM reliability, covering calibration, uncertainty, hallucination detection, and safety drift in agents. One paper finds that bigger models compound mistakes faster via an auto-regressive risk regime.

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