Data Annotation for LLM Tool Use Fine-Tuning

Inference with Fine-Tuned Tool-Using LLMs

Evaluating an LLM Implementation for a Flight Booking Chatbot

A development team has a powerful, general-purpose language model that they want to connect to a live weather API. When asked 'What's the weather in Paris?', the model currently generates a plausible but fictional weather report. What is the most critical reason for fine-tuning the model on a specialized dataset for this task?

A development team needs to modify a general-purpose Large Language Model so it can use an external calendar API. Arrange the following core steps of the fine-tuning process into the correct logical sequence.