Iranian Persian Language and Literature Promotion Society Research on Mystical Literature HTTPS://JP 19 1 2025 09 06 A Framework for Interaction with Chatbots based on Large Language Models in the Interpretation of Persian Mystical Ghazals A Framework for Interaction with Chatbots based on Large Language Models in the Interpretation of Persian Mystical Ghazals 61 77 29772 10.22108/jpll.2025.144401.1898 FA Amirmansour Yadegari Net&amp;Sys Security Assessment Research Group, ICT Security Faculty, ICT Research Institute, Iran Maryam Tayefeh Mahmoudi Data Analysis &amp;amp; Processing Research Group, IT Research Faculty, ICT Research Institute, Iran Journal Article 2025 02 18 Utilizing the capabilities of advanced AI-based tools (large language models) to<strong> </strong>interpret and decode the hidden aspects of Persian mystical poetry is a significant issue that has received less attention due to its enigmatic nature and linguistic complexities. This study presents a guiding framework for interacting with intelligent chatbots based on large language models, aimed at achieving valid interpretations of Persian mystical ghazals. The proposed framework is designed based on assumptions, primarily the premise of the cryptic nature of the content expressed in mystical ghazals and the assumption of the poet's complete adherence to the grammatical structure and figures of speech within the Persian language. According to the proposed framework, a step-by-step guideline is suggested for systematically organizing user input requests in interaction with these tools, considering grammatical structure, figures of speech, pivotal words, and the search and mapping of verses and authentic narratives. The application of the designed processes within the proposed framework on examples used in interaction with three chatbots indicates that the suggested guiding framework possesses the necessary capability to interpret verses of Persian mystical ghazals and can serve as a basis for effective conversation until the user's desired outcome is achieved. Utilizing the capabilities of advanced AI-based tools (large language models) to<strong> </strong>interpret and decode the hidden aspects of Persian mystical poetry is a significant issue that has received less attention due to its enigmatic nature and linguistic complexities. This study presents a guiding framework for interacting with intelligent chatbots based on large language models, aimed at achieving valid interpretations of Persian mystical ghazals. The proposed framework is designed based on assumptions, primarily the premise of the cryptic nature of the content expressed in mystical ghazals and the assumption of the poet's complete adherence to the grammatical structure and figures of speech within the Persian language. According to the proposed framework, a step-by-step guideline is suggested for systematically organizing user input requests in interaction with these tools, considering grammatical structure, figures of speech, pivotal words, and the search and mapping of verses and authentic narratives. The application of the designed processes within the proposed framework on examples used in interaction with three chatbots indicates that the suggested guiding framework possesses the necessary capability to interpret verses of Persian mystical ghazals and can serve as a basis for effective conversation until the user's desired outcome is achieved. https://jpll.ui.ac.ir/article_29772_b4091281a5cafa1bfde92c6c35e0b06b.pdf