🔑Large language models exhibit impressive capabilities beyond language modeling.
🚫These models often produce incorrect and contradictory answers and can generate dangerous or socially unacceptable content.
🔍Retrieval augmented language models retrieve relevant sections of documents to improve answer accuracy.
🌐Lack of non-linguistic knowledge and biases are areas that need improvement.
💡Making large language models more cost-effective to train and update is essential for their practical use.