One-sentence definition
Ability to repeat an evaluation with documented versions, data, configuration, and procedure and obtain consistent results.
Ability to repeat an evaluation with documented versions, data, configuration, and procedure and obtain consistent results.
Ability to repeat an evaluation with documented versions, data, configuration, and procedure and obtain consistent results.
Temperature is an inference parameter that modifies the probability distribution of logits to control output randomness. This entry explains its mathematical mechanism, its interaction with top-k and top-p, and its limits for reproducibility and evaluation.
22 Oct 2026 ↗ GLOSARIOUncertainty measures the degree of lack of certainty regarding a prediction or measurement. This entry explains the fundamental distinction between aleatoric (inherent noise) and epistemic (lack of knowledge) uncertainty, details quantification methods such as Monte Carlo and Gaussian processes, and provides applied examples in meteorology, engineering, and social sciences to assess model reliability.
21 Oct 2026 ↗ PAPERA five-step protocol to evaluate the internal validity of AI research articles, distinguishing between observed data, author interpretations, and unsupported conclusions.
19 Oct 2026 ↗ GLOSARIOA benchmark is an evaluation defined by tasks, data, a protocol, and metrics. Its score describes performance under those specific conditions; by itself, it proves neither general capability nor production performance.
25 Sep 2026 ↗