AI Processing Logic: Patterns vs. Unique Entities

This infographic illustrates the fundamental difference in how AI processes language. It shows that AI excels at understanding General Nouns (like “apple” or “car”) because they are built on strong, repeated contextual patterns. In contrast, AI struggles with Proper Nouns (like specific names) due to weak connections and a lack of context, often leading to hallucinations. The visual suggests a solution: converting unique entities into Numbers or IDs, which offer the clear logic and precision that AI models prefer over ambiguous text.

With Gemini