Evaluating morphosemantic demotivation through experimental and distributional methods
The lexicalization of morphologically complex words, i.e. their inclusion in the lexicon, can involve a loss of
semantic compositionality. Such a phenomenon, called demotivation, has been overlooked in both morphological and lexical studies,
notably regarding its gradual nature. This paper compares two measures of demotivation based on experimental and distributional
semantics approaches. It builds on the evaluation of 78 pairs of French verbs and derived nouns selected to represent three levels
of demotivation. The comparison of the two approaches using speakers’ judgements and word vector similarity indicates convergence
on the identification of demotivation degrees within a continuum, while also highlighting specific aspects of each method. The
study provides direction to further research on morphosemantic demotivation, bridging together semantic, morphological and
methodological considerations.
Article outline
- Introduction
- 1.Material selection
- 1.1Characteristics of the verb-noun pairs
- 1.2Data collection
- 2.Experimental approach
- 2.1Method
- 2.1.1Participants
- 2.1.2Procedure
- 2.2Results
- 3.Automatic measurement of demotivation
- 4.Discussion
- 4.1Convergence of experimental and distributional scores
- 4.2Discrepancies between the two methods
- 4.3Going further into the diachronic dimension of demotivation
- 5.Conclusion
- Acknowledgements
- Notes
-
References
References (54)
References
Baayen, H. 1993. On
frequency, transparency and productivity. In Yearbook of morphology
1992, p. 181–208. Springer. 

Baayen, R. H., Milin, P. & Ramscar, M. 2016. Frequency
in lexical
processing. Aphasiology, 30 (11), 1174–1220. 

Barca, L., Benedetti, F. & Pezzulo, G. 2016. The
effects of phonological similarity on the semantic categorisation of pictorial and lexical stimuli: evidence from continuous
behavioural measures. Journal of Cognitive
Psychology, 28(2), 159–170. 

Bauer, L. 1983. English
word-formation. Cambridge University Press. 

Benjamini, Y. & Hochberg, Y. 1995. Controlling
the false discovery rate: a practical and powerful approach to multiple testing. Journal of the
Royal Statistical Society Series
B, 57 (1), 289–300. 

Blank, A. 2001. Pathways
of lexicalization. In M. Haspelmath, E. König, W. Oesterreicher & W. Raible, Eds., Language
Typology and Language
Universals, 1596–1608. De Gruyter Mouton.
Boleda, G. 2020. Distributional
semantics and linguistic theory. Annual Review of
Linguistics, 61, 213–234. 

Bonami, O. & Paperno, D. 2018. Inflection
vs. derivation in a distributional vector space. Lingue e
Linguaggio, 17(2), 173–195.
Bonami, O. & Thuilier, J. 2019. A
statistical approach to rivalry in lexeme formation: French-iser and-ifier. Word
structure, 12(1), 4–41. 

Bonami, O. & Tribout, D. 2021. Échantinom:
a hand-annotated morphological lexicon of French
nouns. In Proceedings of the Third International Workshop on
Resources and Tools for Derivational Morphology (DeriMo
2021), 33–42, ATILF & CLLE, Université de Lorraine, Nancy, France.
Brinton, L. J. & Traugott, E. C. 2005. Lexicalization
and language change. Cambridge University Press. 

Bullinaria, J. A. & Levy, J. P. 2007. Extracting
semantic representations from word co-occurrence statistics: A computational study. Behavior
research
methods, 39(3), 510–526. 

Christensen, R. H. B. 2019. ordinal —
regression models for ordinal data. R package version 2019.12-10. [URL]
Corbin, D. 1987. Morphologie
dérivationnelle et structuration du lexique. Mouton De Gruyter.
Creemers, A., Goodwin Davies, A., Wilder, R. J., Tamminga, M. & Embick, D. 2020. Opacity,
transparency, and morphological priming: A study of prefixed verbs in dutch. Journal of Memory
and Language, 1101. 

Daneman, M. & Reingold, E. M. 2000. Chapter 17 - Do Readers Use Phonological Codes to Activate Word Meanings? Evidence from Eye Movements. In A. Kennedy, R. Radach, D. Heller & J. Pynte, Eds., Reading
as a perceptual
process, 447–474: Elsevier. 

Dendien, J. & Pierrel, J.-M. 2003. Le
trésor de la langue française informatisé: un exemple d’ informatisation d’un dictionnaire de langue de
référence. Traitement automatique des
langues, 44(2), 11–37.
Dohmes, P., Zwitserlood, P. & Bölte, J. 2004. The
impact of semantic transparency of morphologically complex words on picture naming. Brain and
Language, 901, 203–212. 

Firth, J. R. 1957. A
synopsis of linguistic theory, 1930–1955. In J. R. Firth, Ed., Studies
in Linguistic
Analysis, 1–32. Oxford: Basil Blackwell.
Gagné, C. L., Spalding, T. L. & Nisbet, K. A. 2017. Processing
English compounds: Investigating semantic transparency. SKASE Journal of Theoretical
Linguistics, 13 (2), 2–22.
Harris, Z. S. 1954. Distributional
structure. Word, 10 (2–3), 146–162. 

Hathout, N., Sajous, F. & Calderone, B. 2014. GLÀFF,
a Large Versatile French Lexicon. In Proceedings of the Ninth
International Conference on Language Resources and Evaluation (LREC’14), Reykjavik, Iceland.
Hilpert, M. 2019. Lexicalization
in morphology, In Oxford Research Encyclopedia of
Linguistics, 1–18. Oxford University Press. 

Hohenhaus, P. 2005. Lexicalization
and institutionalization. In Handbook of
word-formation, 353–373. Springer. 

Hollander, M. & Wolfe, D. A. 1973. Nonparametric
Statistical Methods. New York: John Wiley and Sons, Inc.
Kielar, A. & Joanisse, M. F. 2011. The
role of semantic and phonological factors in word recognition: An ERP cross-modal priming study of derivational
morphology. Neuropsychologia, 491, 161–177. 

Lenci, A. 2018. Distributional
models of word meaning. Annual Review of
Linguistics, 41, 151–171. 

Lenth, R. V. 2016. Least-squares
means: The R package lsmeans. Journal of Statistical
Software, 69(1), 1–33. 

Libben, G. 2010. Compound
words, semantic transparency, and morphological
transcendence. In S. Olsen, Ed., New
impulses in
word-formation, 212–232. Hamburg: Buske.
Lipka, L. 1977. Lexikalisierung,
idiomatisierung und hypostasierung als probleme einer synchronischen
wortbildungslehre. In H. E. Brekle & D. Kastovsky, Eds., Perspektiven
der
Wortbildungsforschung, 155–164. Bonn: Bouvier Verlag Herbert Grundmann.
Lipka, L. 1992. Lexicalization
and institutionalization in English and German. Linguistica Pragensia/Akademie Ved CR, Ústav
pro Jazyk
Ceský, 1–13.
Longtin, C.-M., Segui, J. & A. H. P. 2003. Morphological
priming without morphological relationship. Language and Cognitive
Processes, 18(3), 313–334. 

Marelli, M. & Baroni, M. 2015. Affixation
in semantic space: Modeling morpheme meanings with compositional distributional
semantics. Psychological
Review, 122(3), 485–515. 

Marslen-Wilson, W., Komisarjevsky Tyler, L., Waksler, R. & Oldername, L. 1994. Morphology
and meaning in the English mental lexicon. Psychological
Review, 101(1), 1–33. 

Meunier, F. & Segui, J. 1999. Frequency
effects in auditory word recognition: The case of suffixed words. Journal of Memory and
Language, 41(3), 327–344. 

Mikolov, T., Chan, K., Corrado, G. & Dean, J. 2013. Efficient
estimation of word representations in vector space. In Proceedings of
International Conference on Learning Representations
(ICLR), Scottsdale.
Morris, J., Grainger, J. & Holcomb, P. J. 2013. Tracking
the consequences of morpho-orthographic decomposition using ERPs. Brain
Research, 15291, 92–104. 

Padó, S., Herbelot, A., Kisselew, M. & Šnajder, J. 2016. Predictability
of distributional semantics in derivational word
formation. In Proceedings of COLING 2016, the 26th International
Conference on Computational Linguistics: Technical
Papers, 1285–1296.
Pollatsek, A., Rayner, K. & Lee, H.-W. 2000. Chapter 15 - Phonological Coding in Word Perception and Reading. In A. Kennedy, R. Radach, D. Heller & J. Pynte, Eds., Reading
as a perceptual
process, 339–426. Elsevier. 

R Core Team 2015. R: A
language and environment for statistical computing.
Rastle, K., Davis, M. H. & New, B. 2004. The
broth in my brother’s brothel: Morpho-orthographic segmentation in visual word
recognition. Psychonomic Bulletin &
Review, 11(6), 1090–1098. 

Rayner, K. & Duffy, S. A. 1986. Lexical
complexity and fixation times in reading: Effects of word frequency, verb complexity, and lexical
ambiguity. Memory &
cognition, 14(3), 191–201. 

Reddy, S., McCarthy, D. & Manandhar, S. 2011. An
empirical study on compositionality in compound nouns. In Proceedings
of the 5th International Joint Conference on Natural Language
Processing, 210–218. Chiang Mai, Thailand.
Ripley, B. D. 1996. Pattern
Recognition and Neural Networks. Cambridge: Cambridge University Press. 

Roché, M. 2004. Mot
construit ? Mot non construit ? Quelques réflexions à partir des dérivés en
‑ier(e). Verbum, 26(2), 459–480.
Sahlgren, M. & Lenci, A. 2016. The
effects of data size and frequency range on distributional semantic models. arXiv preprint
arXiv:1609.08293. 

Schäfer, R. & Bildhauer, F. 2012. Building
large corpora from the web using a new efficient tool chain. In N. Calzolari, K. Choukri, T. Declerck, M. Uğur Doğan, B. Maegaard, J. Mariani, A. Moreno, J. Odijk & S. Piperidis, Eds., Proceedings
of the Eight International Conference on Language Resources and Evaluation (LREC’
12), 486–493. Istanbul, Turkey.
Smolka, E. & Libben, G. 2017. ‘Can
you wash off the hogwash?’ – semantic transparency of first and second constituents in the processing of german
compounds. Language, Cognition and
Neuroscience, 32(4), 514–531. 

Smolka, E., Libben, G. & Dressler, W. U. 2019. When
morphological structure overrides meaning: evidence from german prefix and particle
verbs. Language, Cognition and
Neuroscience, 34(5), 599–614. 

Urieli, A. 2013. Robust
French Syntax Analysis: reconciling statistical methods and linguistic knowledge in the Talismane
toolkit. PhD thesis, University of Toulouse Jean Jaurès, Toulouse.
Varvara, R., Lapesa, G. & Padó, S. 2021. Grounding
semantic transparency in
context. Morphology, 311, 213–234. 

Venables, W. N. & Ripley, B. D. 2007. Modern
Applied Statistics with S. New York: Springer.
Wauquier, M. 2020. Confrontation
des procédés dérivationnels et des catégories sémantiques dans les modèles
distributionnels. PhD thesis, Université Toulouse 2 – Jean Jaurès.
Cited by (1)
Cited by one other publication
Wauquier, Marine
2022.
Apports de la sémantique distributionnelle pour la morphologie dérivationnelle.
Corpus :23

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