Detailed explanation
Examples
Frequently asked questions
Is NLP replaced by LLMs?
No: LLMs are the new wave of NLP, but specialized models remain useful for cost, latency and accuracy.
Related terms
Deep Learning
A subfield of machine learning using deep neural networks to learn complex representations.
Embedding
An embedding is a numerical vector representation of text, image, or audio data that captures its semantic meaning, enabling similarity search and machine learning on unstructured content.
LLM (Large Language Model)
An LLM is a large language model trained on massive text corpora, capable of understanding and generating natural language across many tasks: writing, summarization, translation, code, reasoning.
Transformer
A neural network architecture based on the attention mechanism, foundation of modern LLMs.
Last updated: 7/15/2026