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Semantic projection scoring

Techniquebeginner

Defines a bipolar 'feature line' as the vector difference between two antonym-pole word embeddings (e.g. 'small'→'big'), scores arbitrary words by their scalar projection onto that line, and validates the resulting scores against independently collected human graded judgments — an external, non-classifier correctness check on a single extracted direction.

Used in (1 observation)

structure: Linear Direction · models: GloVe (42B token Common Crawl, uncased) · paper: Semantic Projection Recovers Rich Human Knowledge of Multiple Object Features from Word Embeddings