Watson Knowledge Studio is an IBM tool for building machine learning models to extract valuable information from unstructured text. Two key artifacts involved in this process are mention detection, which identifies specific entities or mentions in the text, and relation detection, which identifies and categorizes relationships between those entities. Parsing rules, part-of-speech tagging, and sentence tokenization, while important in NLP, are not specific artifacts of the Watson Knowledge Studio.