Context refers to the surrounding circumstances and background information that help in understanding or interpreting an occurrence, text, or event. In language models, context is crucial as it provides the necessary information for the model to generate relevant and coherent responses. For instance, in a conversation, the context includes previous dialogue, allowing the model to maintain a continuous and meaningful interaction.