Anas M. R. Alsobeh

Reliable assessment of LLM-generated tests should treat executability as a gate and combine coverage with mutation testing and structural quality indicators, and in practice, model selection should precede prompt tuning.

Symptom-guided multimodal inputs can dramatically enhance zero-shot disease classification in veterinary settings, outperforming traditional image-only approaches.