Phase transition on a context-sensitive random language model with short range interactions
The study built a random language model with short-range interactions and numerically found a phase transition, similar to those seen in long-range models. This suggests that finite-temperature phase transitions in language models are caused by the intrinsic structure of language itself, not just long-range interactions. The model is based on context-sensitive grammars.