SimReg: Achieving Higher Performance in the Pretraining via Embedding Similarity Regularization

Yan Sun, Guoxia Wang, Jinle Zeng +6

Pretraining large language models (LLMs) with next-token prediction has led to remarkable advances, yet the context-dependent nature of token embeddings in such models results in h…