Noun-Phrase Routes — The Key to Controlling LLM Behavior
Acurai’s audacious claims to have discovered how LLMs operate are now confirmed by studies conducted by OpenAI and Anthropic.
In March 2024, this present author published “Eliminate Chatbot Hallucinations — Yes, Eliminate Them.” This article made the audacious claim that LLMs self-organize around Noun Phrases; and that the behavior of LLMs can be controlled through Noun Phrase manipulation. Recent studies by Anthropic and OpenAI now confirm these to be empirically truths. This is wonderful news! After all, these truths are the basis for eliminating hallucinations — yes, eliminating them.
In March 2024, I presented the revolutionary discovery of the “Noun-Phrase Dominance Model”:
This present inventor’s Noun-Phrase Collision Model led to the development of the higher-level Noun-Phrase Dominance Model — the model that is the key to using LLM token prediction to consistently generate factually accurate output. The Noun-Phrase Dominance Model is perhaps best understood from the perspective of another type of neural network — CNNs (Convolutional Neural Networks).CNNs are often used for image identification. For example, CNNs can be trained to distinguish…
