adameubanks/embeddings-over-time

Embeddings Over Time Explorer

Interactive explorer for yearly word2vec embeddings trained on FineWeb. Track how word meaning shifts across years (2005–2022).

Features

• —Nearest neighbors — cosine similarity in a chosen year
• —Semantic evolution — similarity between word groups over time
• —Embedding projection — 1D/2D semantic axes
• —Word analogies — vector arithmetic (e.g. king − man + woman)

Artifacts

• —Models: adameubanks/YearlyWord2Vec
• —Dataset: adameubanks/filtered_articles_by_year
• —Source: github.com/adameubanks/embeddings-over-time
• —GitHub Pages mirror: adameubanks.github.io/embeddings-over-time