#traceability News & Analysis

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

2 articles

AINeutralarXiv – CS AI · Mar 37/104

🧠

VeriTrail: Closed-Domain Hallucination Detection with Traceability

Researchers have developed VeriTrail, the first closed-domain hallucination detection method that can trace where AI-generated misinformation originates in multi-step processes. The system addresses a critical problem where language models generate unsubstantiated content even when instructed to stick to source material, with the risk being higher in complex multi-step generative processes.

AIBullisharXiv – CS AI · Apr 76/10

🧠

Compliance-by-Construction Argument Graphs: Using Generative AI to Produce Evidence-Linked Formal Arguments for Certification-Grade Accountability

Researchers propose a compliance-by-construction architecture that integrates Generative AI with structured formal argument representations to ensure accountability in high-stakes decision systems. The approach uses typed Argument Graphs, retrieval-augmented generation, validation constraints, and provenance ledgers to prevent AI hallucinations while maintaining traceability for regulatory compliance.