erklärtbarer

Erklärbarer is a German adjective that translates to "explainable" or "comprehensible" in English. It describes something that can be understood, justified, or made clear through explanation. The term is often used in contexts where a process, decision, or phenomenon is not immediately obvious and requires a breakdown to be understood.

In the realm of artificial intelligence and machine learning, the concept of "erklärbare KI" (Explainable AI or XAI) has gained significant importance. This field focuses on developing AI systems whose outputs can be understood by humans. This is crucial for building trust in AI, debugging models, ensuring fairness, and meeting regulatory requirements. An "erklärbarer" AI system allows users to understand why a particular decision was made, rather than just accepting it as a black box output.

Beyond AI, the adjective "erklärbarer" can be applied to a wide range of situations. For instance, a scientific theory needs to be "erklärbar" to be accepted by the scientific community. A historical event can be considered "erklärbar" if its causes and consequences are well-documented and understood. Similarly, a person's behavior can be "erklärbar" if there are discernible reasons behind their actions. The core idea is that a lack of explanation or understanding renders something "un-erklärbar" or inexplicable. The adjective emphasizes the possibility and desirability of comprehension through clear articulation.