Beyond Endpoint Gains: A Weight-Delta Audit of Medical Specialization

Praphul Singh, Shanu Kumar, Akshat Agarwal

Specialist language models are usually understood through endpoint gains: the generalist scores lower, the specialist scores higher, and the difference is treated as evidence of sp…