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Specificity ratings for Italian data
Marianna Marcella Bolognesi1, Tommaso Caselli2
1Faculty of Modern Languages, Literatures and Cultures, University of Bologna, Bologna, Italy. m.bolognesi@unibo.it.
Behavior Research Methods
|September 27, 2022
Summary
This study introduces a new dataset of word specificity ratings from Italian speakers. Human ratings of word specificity differ from computational metrics and are distinct from concreteness, impacting cognitive tasks.
Area of Science:
- Cognitive Psychology
- Psycholinguistics
- Computational Linguistics
Background:
- Language abstraction relies on word specificity, yet human ratings are scarce.
- Existing computational metrics may not capture subjective word specificity.
- Understanding specificity is key to abstraction and conceptual representation.
Purpose of the Study:
- To create a dataset of human-annotated word specificity for Italian words.
- To compare human specificity ratings with computational metrics (WordNet).
- To investigate the relationship between word specificity, concreteness, and lexical decision-making.
Main Methods:
- Collected specificity ratings from native Italian speakers using Best-Worst Scaling.
- Correlated human ratings with WordNet-derived specificity metrics.
- Correlated specificity ratings with concreteness ratings.
- Used regression analyses to assess specificity's impact on lexical decision latencies.
Main Results:
- Human specificity ratings showed low correlation with WordNet metrics.
- Specificity ratings were distinct from concreteness ratings.
- Word specificity uniquely predicted variance in lexical decision latencies.
Conclusions:
- Human perception of word specificity is not fully captured by current computational tools like WordNet.
- Specificity and concreteness are separate dimensions of word meaning relevant to abstraction.
- Word specificity is a significant factor in cognitive processing and lexical access.
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