In this paper, we examine the competition between pairs of adjectives in Italian that are antonyms of the same term: one is a “morphological antonym” formed by negative prefixation, the other is a “lexical antonym” with no morphological relationship with the term in question. We consider pairs of adjectives that are reported as antonyms in lexicographic resources and extract the nouns that can be modified by both adjectives from a large corpus. We select a set of 8 nouns for each pair that present higher, lower, and comparable frequencies combined with each antonym respectively and then we perform two experiments with a LLM. Firstly, we perform experiments for masked-token prediction of the adjective, to study the correlation between prediction accuracy and the frequency of the noun-antonym pair. Secondly, we perform a polarity-flip experiment with a multilingual LLM, asking to change the adjective into its positive counterpart. Our results point to the conclusion that the lexical antonym seems to have a narrower lexical coverage and scope than the morphological antonym.

Saccomando, M., Zaninello, A., Masini, F. (2024). Morphological vs. Lexical Antonyms in Italian: A Computational Study on Lexical Competition. Aachen : CEUR Workshop Proceedings.

Morphological vs. Lexical Antonyms in Italian: A Computational Study on Lexical Competition

Francesca Masini
2024

Abstract

In this paper, we examine the competition between pairs of adjectives in Italian that are antonyms of the same term: one is a “morphological antonym” formed by negative prefixation, the other is a “lexical antonym” with no morphological relationship with the term in question. We consider pairs of adjectives that are reported as antonyms in lexicographic resources and extract the nouns that can be modified by both adjectives from a large corpus. We select a set of 8 nouns for each pair that present higher, lower, and comparable frequencies combined with each antonym respectively and then we perform two experiments with a LLM. Firstly, we perform experiments for masked-token prediction of the adjective, to study the correlation between prediction accuracy and the frequency of the noun-antonym pair. Secondly, we perform a polarity-flip experiment with a multilingual LLM, asking to change the adjective into its positive counterpart. Our results point to the conclusion that the lexical antonym seems to have a narrower lexical coverage and scope than the morphological antonym.
2024
Proceedings of the Tenth Italian Conference on Computational Linguistics (CLiC-it 2024)
1
9
Saccomando, M., Zaninello, A., Masini, F. (2024). Morphological vs. Lexical Antonyms in Italian: A Computational Study on Lexical Competition. Aachen : CEUR Workshop Proceedings.
Saccomando, Martina; Zaninello, Andrea; Masini, Francesca
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/1003880
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