2025
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training
ACL 2025finding
Large Language Models (LLMs) often require domain-specific fine-tuning to address targeted tasks, which risks degrading their general capabilities. Maintaining a balance between domain-specific enhancements and general model utility is a key challenge. This paper proposes a novel approach named APT…