Construct · 3 fields · 4 citations

Where does markedness collide?

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markedness3 CONSTRUCTSLing. markednessTRUBETZKOY · UNMARKEDStat. markednessPOWERS · CLASSIFIER METRICMarkednessHATTEN · MUSIC SEMIOTICS

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2026

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Linguistics

the asymmetry within a linguistic contrast between a basic, default unmarked value and a more specific or complex marked one.

In phonology, morphology, and typology, markedness is the asymmetry within a linguistic contrast, where one value is the basic, expected, or default option (the unmarked one) and the other is more specific, restricted, or structurally complex (the marked one). Nikolai Trubetzkoy set out the idea for phonological oppositions in his 1939 Grundzüge der Phonologie (Principles of Phonology), and Roman Jakobson extended it across grammar, so that, for example, a plural is marked relative to a singular, or a voiced consonant relative to its voiceless partner. Here markedness is a qualitative structural property of a category, argued for and sometimes disputed on linguistic grounds, and it is not a number computed from a table of predictions the way the machine learning metric of the same name is.[1][2]

Unit
One marked or unmarked contrast within a category, described qualitatively
Recovery means
Not applicable
Measured by
Argued from structural criteria: distribution, morphological complexity, neutralisation, and cross-language frequency

Machine learning and statistics

Classifier metric: precision plus inverse precision minus one

In the evaluation of a binary classifier, markedness is a single number that measures how much a prediction is informed by the true outcome, defined as precision plus inverse precision minus one. David Powers introduced it in his 2011 paper Evaluation: From precision, recall and F-measure to ROC, informedness, markedness and correlation as the dual of informedness (the Youden J statistic), with the Matthews correlation coefficient emerging as the geometric mean of the two. Its value runs from -1 to 1, where zero is chance performance and one is perfect prediction. Here markedness is a precisely defined statistic read off a confusion matrix, and it has nothing to do with the qualitative marked or unmarked asymmetry that linguists give the same name.[3]

Unit
A single number in the range -1 to 1 for one class of a classifier
Recovery means
Not applicable
Measured by
Computed from a confusion matrix as precision plus inverse precision (negative predictive value) minus one

Music semiotics

the uneven value given to musical oppositions, such as minor against major, which carries expressive meaning.

In music semiotics, markedness refers to the uneven value given to musical oppositions, such as minor against major, which carries expressive meaning. This meaning comes from Hatten (1994) in Musical meaning in Beethoven.[4]

Unit
Recovery means
Measured by

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Nearby collisions

asymmetry4 fields · 5 citationsjingle · one word, four constructscontrast4 fields · 4 citationsjingle · one word, four constructsspecificity4 fields · 4 citationsjingle · one word, four constructs

References

  1. Trubetzkoy, N. S. (1969). Principles of phonology (C. A. M. Baltaxe, Trans.). University of California Press. (Original work published 1939).
  2. Haspelmath, M. (2006). Against markedness (and what to replace it with). Journal of Linguistics, 42(1), 25–70. https://doi.org/10.1017/S0022226705003683
  3. Powers, D. M. W. (2020). Evaluation: From precision, recall and F-measure to ROC, informedness, markedness and correlation. arXiv. (Original work published 2011). https://doi.org/10.48550/arXiv.2010.16061
  4. Hatten, R. S. (1994). Musical meaning in Beethoven. Indiana University Press. ISBN 9780253217110

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