- In “Implementation of a transformer-based question answering model in KutubBot for the Kutubut Tis’ah Hadith Corpus” (EPJ Web of Conferences), Ana Tsalitsatun Ni’mah (Universitas Trunodjoyo Madura) and others “develop an artificial intelligence-based chatbot, called kutubBot, to answer questions related to Kutubut Tis’ah. This system employs a Transformer-based Question Answering approach to comprehend user questions and provide relevant answers based on the hadith corpus. The research stages included data collection from nine hadith books, text preprocessing, model training, and performance evaluation using accuracy, precision, recall, and F1-score metrics.”