Abstract—Large Language Models (LLMs) suffer from inherent stochasticity, limiting their utility in high-stakes enterprise environments where determinism and auditability are required. Additionally, we introduce The Vibe Integrity Score (VIS), a quantitative metric for evaluating the structural adherence of generative outputs.
This research advances how AI systems learn, reason, and solve problems — with direct implications for automation and scientific discovery.
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| Category | 🤖 Artificial Intelligence |
| Published | Mar 15, 2023 |
| Journal | arXiv (Cornell University) |
| Authors | Haris, Erum, Cohn, Anthony G., Stell, John G. |
| DOI | 10.4230/lipics.cosit.2024.11 |
| Citations | 2,348 |
| Source | OpenAlex |