Google’s 2018 bidirectional transformer encoder—ancestor of modern LLMs, still widely used for classification, embeddings, and search.
BERT (Bidirectional Encoder Representations from Transformers) popularized the transformer encoder for NLP. Smaller and cheaper than modern generative LLMs, BERT variants remain strong for text classification and as embedding backbones.
