Cautionary TALE

"Cautionary TALE" encompasses research exploring the limitations and potential pitfalls of various AI techniques, focusing on issues of robustness, bias, and the responsible use of generated data. Current research emphasizes developing training-free methods for image manipulation, improving the accessibility of information through AI-driven transcription, and mitigating biases in large language models (LLMs) and their applications. This work is significant for advancing the reliability and ethical implications of AI systems across diverse fields, from medical diagnosis to financial services, highlighting the need for careful consideration of model limitations and potential for misuse.