Pro Prompt-Dynamic persona-aware Prompt Construction for Robust LLM Reasoning Pipelines

1. P. Sahoo, A. K. Singh, S. Saha, V. Jain, S. Mondal, and A. Chadha, “A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications,” arXiv preprint arXiv:2402.07927, Feb. 2024.: contentReference[oaicite:0] {index=0}
2. S. Vatsal and H. Dubey, “A Survey of Prompt Engineering Methods in Large Language Models for Different NLP Tasks,” arXiv preprint arXiv:2407.12994, Jul. 2024.: contentReference[oaicite:1] {index=1}
3. B. Chen, “Prompt Engineering for Large Language Models,” *Computers & Electrical Engineering*, 2025.: contentReference[oaicite:2] {index=2}
4. J. Jiang, F. Wang, J. Shen, S. Kim, and S. Kim, “A Survey on Large Language Models for Code Generation,” arXiv preprint arXiv:2406.00515, 2024.: contentReference[oaicite:3] {index=3}
5. F. Luo et al., “Leveraging Prompt Engineering in Large Language Models: Technique and Practice,” *ACS Publications*, 2025.: contentReference[oaicite:4] {index=4}
6. Y.-Y. Liu et al., “A Comprehensive Taxonomy of Prompt Engineering Techniques for Large Language Models,” *Frontiers of Computer Science*, vol. 20, article 2003601, 2026.: contentReference[oaicite:6] {index=6}
7. J. Shin, C. Tang, T. Mohati, M. Nayebi, S. Wang, and H. Hemmati, “Prompt Engineering or Fine Tuning: An Empirical Assessment of Large Language Models in Automated Software Engineering Tasks,” arXiv preprint arXiv: 2310.10508, Oct. 2023. contentReference[oaicite:7] {index=7}
8. J. Jiang, F. Wang, J. Shen, S. Kim & S. Kim, “A Survey on Large Language Models for Code Generation,” arXiv preprintarXiv: 2406.00515, 2024. contentReference[oaicite:0] {index=0}
9. B. Chen, “Unleashing the potential of prompt engineering for large language models,” Computers & Electrical Engineering, 2025.: content Reference[oaicite:1] {Index=1}
10. J. Gu, Z. Han, S. Chen, A. Beirami, B. He, G. Zhang, R. Liao, Y. Qin, V. Tresp & P. Torr, “A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models,” arXiv preprint arXiv:2307.12980, 2023.: contentReference[oaicite:4] {index=4}
11. W. Yang, “A Comprehensive Survey on Integrating Large Language Models with Knowledge Bases,” Knowledge-Based Systems, 2025.: contentReference[oaicite:5] {index=5}
12. T. Debnath, “A Comprehensive Survey of Prompt Engineering Techniques in Large Language Models,” TechRxiv preprint, 2025.: contentReference[oaicite:6] {index=6}
13. W. C. Choi & C. I. Chang, “A Survey of Techniques, Design, Applications, Challenges, and Student Perspective of Chatbot-Based Learning Tutoring Systems Using LLMs,”