Graylog Extended Log Format (GELF) is a structured, JSON-based log format that allows for more detailed and structured log messages compared to traditional plain text logs. GELF includes additional fields such as timestamps, severity levels, host information, and additional structured data, providing more context and making it easier to analyze and search logs within Graylog.