Siren's Song paper hits major citation milestone

While new frameworks like U4 Logic promise "logic-gated" reasoning, the industry still relies on the Siren's Song taxonomy to define what a hallucination actually is. The paper's categorization into input-conflicting, context-conflicting, and fact-conflicting types has become the standard for automated evals. The industry shift toward Uncertainty Quantification and logic-gated reasoners in Q2 2026 highlights the ongoing move toward "Super Reliability," supported by RAG and new embedding-space purification modules.