Research
156d agoLLMs Learn Reasoning at Criticality
Researchers at ArXiv reveal that PLDR-LLMs trained at a self‑organized critical point can perform deductive reasoning during inference. The models exhibit phase‑transition‑like behavior, with diverging correlation lengths and stable scaling patterns that mirror universality classes.
The Signal
This insight suggests a new path to robust, generalizable reasoning across AI systems worldwide globally.