A scalable framework for evaluating multiple language models through cross-domain generation and hallucination detection.

Large language models (LLMs) have significantly advanced in recent years, greatly enhancing the capabilities of retrieval-augmented generation (RAG) systems. However, challenges such as semantic similarity, bias/sentiment, and hallucinations persist, especially in domain-specific applications. This paper introduces MultiLLM-Chatbot, a scalable RAG-based benchmarking framework designed to evaluate five popular LLMs GPT-4-Turbo, CLAUDE-3.

Refractory Pericardial Effusion in a Patient with Rosai-Dorfman Disease.

Rosai-Dorfman disease (RDD) is an extremely rare, histiocytic proliferative disorder most commonly presenting as lymphadenopathy in young adults and children. Although it may present with a wide range of extranodal manifestations, involvement of the cardiovascular system is extremely rare. The etiopathogenesis of RDD is poorly understood.