A framework estimates grammatical gender directions in contextual embeddings via controlled and natural contexts, finding unweighted controlled contexts and centroid estimators yield the purest directions.
arXiv preprint arXiv:2308.02976 , year=
2 Pith papers cite this work, alongside 337 external citations. Polarity classification is still indexing.
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2026 2representative citing papers
Per-language architecture selection among generalists, specialists, and ensembles achieves 0.796 macro F1 across 22 languages in SemEval-2026 Task 9.
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Estimating Grammatical Gender Directions in Contextual Embeddings under Controlled and Natural Contexts
A framework estimates grammatical gender directions in contextual embeddings via controlled and natural contexts, finding unweighted controlled contexts and centroid estimators yield the purest directions.
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MKJ at SemEval-2026 Task 9: A Comparative Study of Generalist, Specialist, and Ensemble Strategies for Multilingual Polarization
Per-language architecture selection among generalists, specialists, and ensembles achieves 0.796 macro F1 across 22 languages in SemEval-2026 Task 9.