Patanamon Thongtanunam
2 papers · Latest:
Software Engineering
When AI Models Become Dependencies: Studying the Evolution of Pre-Trained Model Reuse in Downstream Software Systems
A study finds pre-trained models (PTMs) evolve distinctly from traditional software libraries when used as dependencies, accumulating rather than being replaced.
2604.17940
Software EngineeringFine-grained Approaches for Confidence Calibration of LLMs in Automated Code Revision
This paper introduces fine-grained confidence calibration methods for LLMs in automated code revision tasks, improving reliability and trustworthiness.
2604.06723
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