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Linguistic analysis of language models is one of the ways to explain anddescribe their reasoning, weaknesses, and limitations. In the probing part ofthe model interpretability research, studies concern individual languages aswell as individual linguistic structures. The question arises: are the detectedregularities linguistically coherent, or on the contrary, do they dissonate atthe typological scale? Moreover, the majority of studies address the inherentset of languages and linguistic structures, leaving the actual typologicaldiversity knowledge out of scope. In this paper, we present and apply theGUI-assisted framework allowing us to easily probe a massive number oflanguages for all the morphosyntactic features present in the UniversalDependencies data. We show that reflecting the anglo-centric trend in NLP overthe past years, most of the regularities revealed in the mBERT model aretypical for the western-European languages. Our framework can be integratedwith the existing probing toolboxes, model cards, and leaderboards, allowingpractitioners to use and share their standard probing methods to interpretmultilingual models. Thus we propose a toolkit to systematize the multilingualflaws in multilingual models, providing a reproducible experimental setup for104 languages and 80 morphosyntactic features.https://github.com/AIRI-Institute/Probing_framework

Universal and Independent: Multilingual Probing Framework for Exhaustive Model Interpretation and Evaluation