Property

The degree to which an AI system's behavior matches intended goals, values, and constraints. For LLMs, alignment means the model is helpful, harmless, and honest—it does what users want, avoids harmfu...

The maximum amount of text (measured in tokens) that an LLM can process in a single inference call, including both input (prompt + context) and output (response). The context window is a hard constrai...

The degree to which generated text accurately reflects and is supported by the source material or context provided. A faithful response contains only claims that can be verified from the given sources...

When an LLM generates content that is factually incorrect, nonsensical, or unfaithful to provided source material, presented confidently as if true. Hallucinations are a fundamental limitation of LLMs...