Xin Yi

Specialized Text-to-SQL models forget critical database management skills, while general-purpose LLMs maintain balanced performance across the entire database lifecycle.

Code-mixing fingerprints can achieve robust ownership verification in LLMs without sacrificing performance, avoiding accidental activations that plague traditional methods.