2025
Rethinking Word Similarity: Semantic Similarity through Classification Confusion
NAACL 2025long
Word similarity has many applications to social science and cultural analytics tasks like measuring meaning change over time and making sense of contested terms. Yet traditional similarity methods based on cosine similarity between word embeddings cannot capture the context-dependent, asymmetrical,…