#efficiency

DeepSeek V3/R1: How Chinese Engineers Matched GPT-4 for $6 Million

DeepSeek's V3 and R1 models match GPT-4-class performance using a fraction of the compute through architectural innovations in Mixture of Experts, attention compression, and reinforcement learning—demonstrating that training efficiency may matter more than raw hardware scale.