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cs.CL2026
Mixed Feelings, Single Polarity
Emily Öhman, Saif Mohammad
Emotion datasets are routinely mapped onto positive and negative valence, by assigning each emotion category one polarity. We test where this works and where it fails, using SemEva…
cs.CL2026
Fear Is Not Always Fear: Variation in Emotion Label Equivalence Across Datasets
Emily Öhman, Anna Koufakou
Emotion classifiers are routinely applied beyond their training data, on the assumption that same-named labels such as fear or surprise mean the same thing across resources. We tes…