#auditable-ai News & Analysis

2 articles tagged with #auditable-ai. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · 2h ago7/10

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SafeMed-R1: Clinician-Audited Safety and Ethics Alignment for Medical Large Language Models

SafeMed-R1 is a clinician-audited medical LLM that achieves 79.6% accuracy on clinical benchmarks while demonstrating superior safety alignment through traceable Clinical Trust Signals and adversarial testing. The model matches junior resident performance on medication safety tasks, suggesting that domain-specific governance frameworks can enable responsible deployment of medical AI systems.

AINeutralarXiv – CS AI · 2h ago6/10

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Auditable Decision Models with Learned Abstention and Real-Time Steering

Researchers introduce EvaluatorDPT, a decision-control model that predicts YES, NO, or TBD (to-be-determined) for high-stakes AI applications where uncertainty exists. The system learns deferral as an explicit outcome rather than hiding uncertainty in forced predictions, achieving 82.6% accuracy with auditable, policy-governed decision routing that can be inspected and controlled at inference time.