Recent years have seen a heightened interest in the interface between language use and cognition in language learners. In this study, we investigate this interface further by conducting a rating task experiment on the intuitions of 25 native speakers and 101 low–intermediate to advanced learners of English as a Foreign Language regarding the acceptability of the genitive variants (the beauty of nature/nature’s beauty) in different contexts. These ratings were then compared against existing corpus-based statistical models that predict which variant is most likely in spoken language use with two mixed-effects linear regression models. The first model focused on the animacy of the possessor in particular, which has been found to have a different effect on native speakers and EFL learners in language use, whereas the second model tested how the ratings relate to the predictions as a whole. Results show that there is a larger discrepancy between language use and intuitions of low-proficiency learners compared to native speakers, which is partially because animate, collective, and inanimate possessors affect the intuitions and the language use of learners differently.