DeepSeek then analyzes the phrases in your question to determine the intent, searches its coaching database or the internet for related data, and composes a response in pure language. Natural language processing that understands advanced prompts. DeepSeek API is an AI-powered software that simplifies advanced knowledge searches using superior algorithms and natural language processing. However, for quick coding help or language technology, ChatGPT remains a robust option. DeepSeek r1-V2 is a state-of-the-art language model that makes use of a Transformer structure mixed with an progressive MoE system and a specialized attention mechanism called Multi-Head Latent Attention (MLA). Transformer architecture: At its core, DeepSeek-V2 uses the Transformer structure, which processes text by splitting it into smaller tokens (like words or subwords) after which uses layers of computations to understand the relationships between these tokens. It incorporates an impressive 671 billion parameters - 10x more than many other well-liked open-source LLMs - supporting a large enter context length of 128,000 tokens.