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This paper presents a new method for structural sequence analysis using the Ladderpath approach to extract nested and hierarchical repetitions, defining three distance measures that outperform gzip-based NCD and BERT in out-of-distribution and few-shot text classification tasks, offering a lightweight and interpretable alternative.