A given finite sequence of letters over a finite alphabet can always be alg
orithmically generated, in particular by a Turing machine. This fact is at
the heart of complexity theory in the sense of Kolmogorov and Chaitin. A re
levant question in this context is whether, given a statistically 'sufficie
ntly long' sequence, there exists a deterministic finite automaton that gen
erates it. In this paper we propose a simple criterion, based on measuring
block entropies by lumping, which is satisfied by all automatic sequences.
On the basis of this, one can determine that a given sequence is not automa
tic and obtain interesting information when the sequence is automatic. Foll
owing previous work on the Feigenbaum sequence, we give a necessary entropy
-based condition valid for all automatic sequences read by lumping. Applica
tions of these ideas to representative examples are discussed. In particula
r, we establish new entropic decimation schemes for the Thue-Morse, the Rud
in-Shapiro and the paperfolding sequences read by lumping.