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Matthew Maksymilian Miezaniec

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#software testing Open access Sep 2026

Numerical Stability and Perturbation Behaviour in TF-IDF-Based Similarity Systems

A self-contained implementation and analysis of a TF-IDF-based document similarity and ranking system, written to make the algebraic structure and perturbation behaviour of the pipeline explicit. The work treats ranking stability as a first-class object, characterising it through score-separation margin distributions,...

Matthew Maksymilian Miezaniec · 0 citations
#software testing Open access Sep 2026

Numerical Stability and Perturbation Behaviour in TF-IDF-Based Similarity Systems

A self-contained implementation and analysis of a TF-IDF-based document similarity and ranking system, written to make the algebraic structure and perturbation behaviour of the pipeline explicit. The work treats ranking stability as a first-class object, characterising it through score-separation margin distributions,...

Matthew Maksymilian Miezaniec · 0 citations

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