DeepSeek then analyzes the phrases in your query to find out the intent, searches its coaching database or the web for relevant knowledge, and composes a response in pure language. Natural language processing that understands advanced prompts. DeepSeek API is an AI-powered software that simplifies advanced data searches using advanced algorithms and natural language processing. However, for quick coding help or language technology, ChatGPT remains a strong option. DeepSeek-V2 is a state-of-the-artwork language mannequin that uses a Transformer structure combined with an modern MoE system and a specialised attention mechanism referred to as Multi-Head Latent Attention (MLA). Transformer architecture: At its core, DeepSeek-V2 makes use of the Transformer architecture, which processes text by splitting it into smaller tokens (like words or subwords) after which makes use of layers of computations to understand the relationships between these tokens. It incorporates a powerful 671 billion parameters - 10x more than many other standard open-source LLMs - supporting a large input context length of 128,000 tokens.