Umamaheswara Sharma, Farhan C, Gokul AK, and Sai Krishna K, "LLMs for Defect Prediction in Evolving Codebases: An Emerging Results and Future Directions", International Conference on the Foundations of the Software Engineering 2025. (A* Conference), Accepted. Prepreint is getting Ready.