Research questionHow reliably can language and vision-language models answer veterinary clinical questions with retrieval or supervised adaptation?Veterinary questions combine domain knowledge with case-specific clinical reasoning, and reliable answers may need to interpret both text and images. Retrieval or supervised adaptation can change how models ground and explain their answers.