Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data Generation

M Khalil, F Vadiee, R Shakya, Q Liu - Proceedings of the 15th …, 2025 - dl.acm.org
In this study, we explore the growing potential of AI and deep learning technologies,
particularly Generative Adversarial Networks (GANs) and Large Language Models (LLMs) …

Active learning with human heuristics: an algorithm robust to labeling bias

S Ravichandran, N Sudarsanam… - Frontiers in Artificial …, 2024 - frontiersin.org
Active learning enables prediction models to achieve better performance faster by
adaptively querying an oracle for the labels of data points. Sometimes the oracle is a human …

Active Learning Methodology in LLMs Fine-Tuning

P Ceravolo, F Mohammadi… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Active learning (AL) presents a valuable approach for fine-tuning large language models
(LLMs) by optimizing the selection of training data to enhance model performance. This …