Prompt Logic, a New Concept for Describing Interaction with LLMs

NONE 20251209121800472 wseas/wseas content-registration-form+ja@crossref.org content-registration-form WSEAS TRANSACTIONS ON COMPUTERS 1109-2750 2224-2872 Prompt Logic, a New Concept for Describing Interaction with LLMs José Luciano Maldonado Institute of Applied Statistics and Computing, University of Los Andes, Núcleo Liria, Av. Las Américas, Edif. G, Piso 1, Mérida VENEZUELA This paper introduces Prompt Logic, a novel concept that offers an alternative to existing approaches for describing user interaction with language models. Unlike current purely technical approaches, common among programmers, computer scientists, engineers, and computational linguists, Prompt Logic simplifies access to contemporary artificial intelligence systems by emphasizing communication based on natural language and intuition. Prompt Logic is presented as a means to democratize access to language models, helping to make them more inclusive, universal, and free of unnecessary complexity in their use. It captures the essence of LLM usage rather than specialized technical expertise. Rooted in theoretical analysis, years of practical AI experience, and empirical research, this proposal maintains that technology must adapt to human language, not the other way around. Prompt Logic is the key to delivering LLMs to all types of users, from those specialized in contemporary technologies to those lacking formal education. 12 09 2025 12 09 2025 201 21 https://creativecommons.org/licenses/by/4.0/deed.en_US 10.37394/23205.2025.24.21 https://wseas.com/journals/computers/2025/a425105-020(2025).pdf T. B. Brown, B. Mann, N. Ryder, M. Subbiah, J. Kaplan, P. Dhariwal, A. Neelakantan, P. Shyam, G. Sastry, A. Askell, S. Agarwal, A. Herbert-Voss, G. Krueger, T. Henighan, R. Child, A. Ramesh, D. Ziegler, J. Wu, C. Winter, C. Hesse, M. Chen, E. Sigler, M. Litwin, S. Gray, B. Chess, J. Clark, C. Berner, S. McCandlish, A. Radford, I. Sutskever and D. Amodei, "Language models are few-shot learners," Adv. Neural Inf. Process. Syst, vol. 33, pp. 1877–1901, 2020, [Online]. https://arxiv.org/pdf/2005.14165 (Accessed: Date: May 15, 2025). A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, L. Kaiser and I. Polosukhin, "Attention is all you need", Adv. Neural Inf. Process. Syst., vol. 30, 2017, [Online]. Available: https://arxiv.org/pdf/1706.03762 (Accessed: Date: May 15, 2025). D. Jurafsky and J. H. Martin, “Speech and Language Processing”, 3rd ed. Stanford, CA: Stanford University Press, 2024, [Online]. https://web.stanford.edu/~jurafsky/slp3/ed3bo ok_Jan25.pdf (Accessed: Date: May 2, 2025). H. P. Zou, W. Huang, Y. Wu, Y. Chen, C. Miao, H. Nguyen, Y. Zhou, W. Zhang, L. Fang, L. He, Y. Li, D. Li, R. Jiang, X. Liu and P. S. Yu, "LLM-based human-agent collaboration and interaction systems: A survey". OpenReview, 2024, [Online]. https://openreview.net/pdf?id=OUsZtCgYxy (Accessed: Date: June 10, 2025). S. Amershi, D. Weld, M. Vorvoreanu, A. Fourney, B. Nushi, P. Collisson, J. Suh, S. Iqbal, P. N. Bennett, K. Inkpen, J. Teevan, R. Kikin-Gil and E. Horvitz, "Guidelines for human-AI interaction", Proc. ACM CHI Conf. Hum. Factors Comput. Syst., pp. 1–13, 2019, [Online]. https://erichorvitz.com/Guidelines_Human_A I_Interaction.pdf (Accessed: Date: June 10, 2025). L. Beurer-Kellner, M. Fischer and M. Vechev, "Prompting is programming: A query language for large language models", 2023, [Online]. https://arxiv.org/pdf/2212.06094 (Accessed: Date: June 10, 2025). IBM Research, "Language models in dialogue: Conversational maxims for humanAI interactions," in Proc. EMNLP, 2024, pp. 1-15, [Online]. https://aclanthology.org/2024.findingsemnlp.843.pdf (Accessed: Date: June 10, 2025). E. M. Bender and A. Koller, "Climbing towards NLU: On meaning, form, and understanding in the age of data," in Proc. ACL, 2020, pp. 5185-5198, [Online]. https://openreview.net/pdf?id=GKTvAcb12b (Accessed: Date: June 10, 2025). H. Sacks, E. A. Schegloff, and G. Jefferson, "A simplest systematics for the organization of turn-taking in conversation", Language, vol. 50, no. 4, pp. 696-735, 1974, [Online]. https://www.justinecassell.com/discourse05/p dfs/Simplest_Systematics_for_Turn_Taking.p df (Accessed: Date: June 21, 2025). H. P. Grice, "Logic and conversation" in Syntax and Semantics, vol. 3, P. Cole and J. L. Morgan, Eds. New York: Academic Press, 1975, pp. 41–58, [Online]. https://www.ucl.ac.uk/ls/studypacks/GriceLogic.pdf (Accessed: Date: June 21, 2025). D. NORMAN, The Design of Everyday Things: Revised and Expanded Edition, New York, USA, Basic Books, 2013.