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. 2018 Feb 12;115(9):1959–1961. doi: 10.1073/pnas.1800461115

Table 1.

Computational technic of the Paleolithic

Grammar type Grammar/language Automata class Archaeology Human fossils
Type 0 Unrestricted or recursively enumerable Turing Machine Later Middle Stone Age (<75 ka)/Upper Paleolithic: artifact design exhibits properties of natural language Homo sapiens
Type 1 Context sensitive Linear-bounded nondeterministic Turing Machine ? ?
Type 2 Phrase structure or “context free” Pushdown automaton or finite-state machine with memory storage Later Lower Paleolithic (<500 ka)/Middle Paleolithic: composite artifacts (hierarchically organized strings) Neanderthals
Denisovans
Homo heidelbergensis
Type 3 Finite state or “regular” Finite-state machine Lower Paleolithic (>500 ka): core tools, flake tools, handaxes, single-component wooden artifacts Homo erectus
Homo ergaster
early Homo

Application of the Chomsky Hierarchy of formal models of grammar/language (1618) to the Paleolithic archaeological record suggests that generation of the full range of Neanderthal artifacts requires the equivalent of a type 2 grammar/language.