Alessio delves into the concept of language modeling, emphasizing the importance of predicting the next token in a sequence for various tasks like machine translation and summarization. He highlights the significance of considering evaluation metrics and the linguistic perspective in understanding what models learn, such as facts, sentiment, and reasoning.