Trustworthy LLMs

Seven-dimensional framework: Covers reliability, safety, fairness, resistance to misuse, explainability and reasoning, adherence to social norms, and robustness.

Aligned models advantage: Aligned models perform better on trustworthiness dimensions, but alignment effectiveness varies dramatically across dimensions.

Sub-category detail: Each top-level dimension is broken into measurable sub-categories, making the framework operational for evaluation rather than just conceptual.

Evaluation tooling: Positioned as a foundation for systematic trustworthiness evaluation - a precursor to later trust-specific benchmarks like TrustLLM.