Autumn Toney

ValNorm Quantifies Semantics to Reveal Consistent Valence Biases Across Languages and Over Centuries

Word embeddings learn implicit biases from linguistic regularities captured by word co-occurrence statistics. By extending methods that quantify human-like biases in word embeddings, we introduce ValNorm, a novel intrinsic evaluation task and method to quantify the valence dimension of affect in hum…