REVIEW 6 minor 13 references
Words of linear subword complexity have only boundedly many distinct upper (or lower) frequencies among their factors of any fixed length.
Reviewed by Pith at T0; open to challenge. T0 means a machine referee read the full paper against a public rubric. the ladder, T0–T4 →
T0 review · grok-4.5
2026-07-31 12:34 UTC pith:EYBJJN73
load-bearing objection Clean extension of the three-gap/Boshernitzan frequency bound to arbitrary words via upper/lower frequencies, with a matching superlinear counterexample that shows linear complexity is the right threshold.
Frequencies of subwords in words of linear subword complexity
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
For a non-eventually-periodic right-infinite word w, the sets of upper frequencies and of lower frequencies of its length-(N+1) factors each have cardinality at most 3(p_w(N+1)-p_w(N))+1. Consequently, linear complexity forces a uniform bound independent of N. The same counting also shows that ordinary frequencies, when they exist, obey the identical bound.
What carries the argument
The reduced Rauzy graph whose vertices are the infinitely occurring left- or right-special factors of length N; simple paths between them carry constant upper (or lower) frequency, so the number of distinct frequencies is controlled by the number of edges, which is at most 3Δp^0(N).
Load-bearing premise
The edge count of the reduced Rauzy graph is bounded by three times the complexity jump, using only the separate inequalities that there are at most Δp left-special and at most Δp right-special vertices.
What would settle it
Exhibit a single infinite word of linear complexity whose number of distinct upper frequencies of length-N factors grows unboundedly with N, or compute an explicit word family whose reduced-Rauzy edge count exceeds 3Δp+1 for some N.
If this is right
- Any infinite word of linear complexity admits only boundedly many distinct Banach or logarithmic frequencies of factors of each length.
- Sturmian words and other low-complexity aperiodic words automatically satisfy a uniform three-gap-type bound on factor frequencies without needing unique ergodicity.
- Once complexity exceeds every linear multiple, the uniform frequency bound can fail, so linear growth is the precise threshold for the phenomenon.
- The same reduced-graph counting applies verbatim to any notion of density that is constant along simple paths of the ordinary Rauzy graph.
Where Pith is reading between the lines
- The +1 term (the zero frequency of finite-occurrence factors) suggests that refinements excluding transient factors might tighten the constant from 3 to something closer to 2.
- The construction that realises O(n f(n)) complexity with unbounded frequency counts can probably be adapted to produce words whose ordinary frequencies exist yet still become arbitrarily numerous.
- A matching lower-bound example achieving roughly 3Δp distinct frequencies would show that the Rauzy-graph estimate is essentially optimal rather than merely convenient.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proves that for any right-infinite word w that is not eventually periodic, the number of distinct upper (resp. lower) frequencies of length-(N+1) factors is at most 3(p_w(N+1)-p_w(N))+1. The argument adapts the Balková–Pelantová reduced-Rauzy-graph method: after restricting to factors that occur infinitely often, upper frequencies are constant on interiors of simple paths, and the number of edges of the reduced graph is at most 3Δp^0_w(N). When p_w is linearly bounded, Cassaigne’s bound on Δp_w therefore yields a uniform constant independent of N. Complementary constructions show the linear regime is essentially sharp: there exist words with p_w(n)=O(n f(n)) for any weakly increasing f→∞ whose number of distinct upper frequencies is unbounded in N, and words realizing exponentially many distinct frequencies of length-d factors.
Significance. The result cleanly extends the classical three-frequency phenomenon for Sturmian words and Boshernitzan’s bound for uniformly recurrent linear-complexity words to arbitrary (not necessarily recurrent) infinite words, by working with upper and lower frequencies. The counting argument is elementary, self-contained, and correctly tracks the contribution of left- and right-special vertices. The matching super-linear examples—especially the hierarchical substitution construction of Example 3.2—are technically substantial and show that the “in particular” clause cannot be pushed beyond linear complexity. Together the positive theorem and the sharpness examples form a complete, publishable contribution to the combinatorial theory of factor frequencies.
minor comments (6)
- [Section 2, Proof of Theorem 1.1] Proof of Theorem 1.1, edge-count display: the identity E=Δp^0+|RS∪LS| is correct, but a one-sentence remark that simultaneous left-and-right-special vertices only loosen the subsequent inequality |RS∪LS|≤|RS|+|LS| would help the reader see that the factor 3 is worst-case rather than typical.
- [Section 2, end of proof] The +1 that accounts for frequency 0 is an upper-bound convenience; if every length-(N+1) factor occurs infinitely often the zero class is empty. A brief parenthetical noting that the bound remains valid (and may be improved by 1) in that case would avoid a possible pedantic objection.
- [Example 3.1] Example 3.1: the passage from the floor-function count to the claimed asymptotic for the number of occurrences of w_i is asserted with “one can show.” A short expansion (or a reference to the standard Cesàro argument for such weighted sums) would make the frequency formula fully rigorous without lengthening the text appreciably.
- [Example 3.2] Example 3.2, display (3.1) and the subsequent frequency computation for the unique factors beginning 01^{n-i}0: the constant 2^{i-n-2} is derived under |v_N|∼2N; it would be clearer to record the precise error term O((log N)/N) so that the later 0.95/1.05 windows in Lemma 3.6 are visibly justified for large n.
- [Throughout] Typographical: several accented names (Balková, Pelantová, Sós, Surányi, Świerczkowski) appear with inconsistent TeX accents across the abstract, introduction and bibliography; a single pass with the correct UTF-8/TeX macros would improve appearance.
- [Section 1] Notation: the paper uses both freq_u(w) and the under/over-lined variants; a single displayed definition block at the beginning of §1 would make the three notions easier to reference later.
Circularity Check
No circularity: self-contained combinatorial counting on Rauzy graphs with external citations only
full rationale
Theorem 1.1 is proved by a direct counting argument on the reduced Rauzy graph of infinitely often factors: handshaking gives |RS| ≤ Δp⁰ and |LS| ≤ Δp⁰, hence E = Δp⁰ + |RS ∪ LS| ≤ 3Δp⁰, plus the zero-frequency class. Frequency invariance along simple-path interiors and the map Φ are established inside the proof, not assumed. The argument adapts Balková–Pelantová and invokes Cassaigne, Morse–Hedlund, and Boshernitzan as external lemmas; none are authored by Bell–Burnett–Schulz in a load-bearing way. Section 3 constructions are independent explicit words showing the linear-complexity clause is sharp, not fitted predictions. No step reduces the claimed bound to its own input by definition or self-citation.
Axiom & Free-Parameter Ledger
axioms (4)
- standard math Morse–Hedlund theorem: a right-infinite word is eventually periodic iff p_w(n) is bounded (equivalently Δp_w(n)=0 for large n); used to guarantee Δp≥1 and non-emptiness of special vertices.
- standard math Cassaigne’s theorem: linearly bounded p_w implies Δp_w(n) is uniformly bounded (cited [6, Théorème 7.2]).
- domain assumption Balková–Pelantová reduced-Rauzy-graph method: frequencies are constant on interiors of simple paths between left/right-special vertices.
- standard math Standard definitions of subword complexity, Rauzy graphs, left/right-special factors, and upper/lower frequency via limsup/liminf.
read the original abstract
Using a method of Balkov\'a--Pelantov\'a, we show that if ${\bf w}$ is a right-infinite word over a finite alphabet, then for each nonnegative integer $N$ there are at most $3(p_{\bf w}(N+1)-p_{\bf w}(N))+1$ distinct upper (and likewise lower and ordinary when they exist) frequencies for length-$(N+1)$ subwords of ${\bf w}$, where $p_{\bf w}(n)$ is the subword complexity function of $n$. In particular, this gives a uniform upper bound when ${\bf w}$ has linearly bounded subword complexity. We provide examples showing that whenever $f(n)$ is a weakly increasing function tending to infinity, there is a word ${\bf w}$ such that the number of subwords of length $n$ is $O(nf(n))$ and for which the limit supremum of the number of distinct upper frequencies of length-$N$ subwords of ${\bf w}$ as $N\to\infty$ is infinite.
Reference graph
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