Multimodal LLMs Outperform Pathology Foundation Models in Cross-Domain Histological Similarity

State-of-the-art pathology foundation models, trained on millions of histology tiles, can fail to preserve tissue similarity when comparisons cross slide or institution boundaries. We show that general-purpose multimodal LLMs, without being trained as pathology foundation models, consistently outper