Two words are -binomially equivalent if each subword of length at most occurs the same number of times in both words. The -binomial complexity of an infinite word is a counting function that maps to the number of -binomial equivalence classes represented by its factors of length . Cassaigne et al. [Int. J. Found. Comput. S., 22(4) (2011)] characterized a family of morphisms, which we call Parikh-collinear, as those morphisms that map all words to words with bounded -binomial complexity. Firstly, we extend this characterization: they map words with bounded -binomial complexity to words with bounded -binomial complexity. As a consequence, fixed points of Parikh-collinear morphisms are shown to have bounded -binomial complexity for all . Secondly, we give a new characterization of Sturmian words with respect to their -binomial complexity. Then we characterize recurrent words having, for some , the same -binomial complexity as the Thue-Morse word for all . Finally, inspired by questions raised by Lejeune, we study the relationships between the - and -binomial complexities of infinite words; as well as the link with the usual factor complexity.

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