Tag: contextual representations

Contextual Representations in Large Language Models: How LLMs Understand Meaning

Contextual Representations in Large Language Models: How LLMs Understand Meaning

Contextual representations let LLMs understand words based on their surroundings, not fixed meanings. From attention mechanisms to context windows, here’s how models like GPT-4 and Claude 3 make sense of language - and where they still fall short.