Antonymy and Contrast Relations

Publication

In this paper we report on experiments to determine if antonymy is a good predictor of contrast, using 124 texts from the British National Corpus and the antonymy relations for adjectives recognized by WordNet. Further, we considered whether antonyms are key arguments in the inferences that license contrast. We looked at the frequency of both indirect and direct antonym pairs in contrastive sentences marked with but and sentences with antonym pairs without but. Antonyms and but co-occurred in only 1% of the 218,017 sentences studied. However, in 81% of but marked sentences with true antonyms pairs, the feature the antonyms described was a source of the contrast. In the non-but marked sentences, antonymy alone was a poor predictor, licensing a contrast in only 15% of the cases. We also found that direct antonyms are better predictors of contrast than indirect antonyms, and certain antonym pairs, like same-different, are consistently good predictors. These results could be used to find unmarked contrast relations with antonyms alone.

Author

Jennifer Spenader, Gert Stulp

Published

January 10, 2007


     Antonymy and Contrast Relations

     Proceedings: Seventh International Workshop on Computational Semantics

    Jennifer Spenader, Gert Stulp

     Download manuscript here

Abstract

In this paper we report on experiments to determine if antonymy is a good predictor of contrast, using 124 texts from the British National Corpus and the antonymy relations for adjectives recognized by WordNet. Further, we considered whether antonyms are key arguments in the inferences that license contrast. We looked at the frequency of both indirect and direct antonym pairs in contrastive sentences marked with but and sentences with antonym pairs without but. Antonyms and but co-occurred in only 1% of the 218,017 sentences studied. However, in 81% of but marked sentences with true antonyms pairs, the feature the antonyms described was a source of the contrast. In the non-but marked sentences, antonymy alone was a poor predictor, licensing a contrast in only 15% of the cases. We also found that direct antonyms are better predictors of contrast than indirect antonyms, and certain antonym pairs, like same-different, are consistently good predictors. These results could be used to find unmarked contrast relations with antonyms alone.