Sample Generation in Self-Instruct

Filtering in Self-Instruct

Task Pool in Self-Instruct

Initialization of the Task Pool in Self-Instruct

Instruction Generation in Self-Instruct

Refining Prompt Templates in Self-Instruct

An AI development team wants to expand a small, manually-created set of instruction-following data into a much larger dataset for fine-tuning a language model. They decide to use the model itself to generate new data in an iterative loop. Which of the following procedures correctly describes the core cycle for generating one new, high-quality data point?

A team is using an iterative method to generate a large dataset for fine-tuning a language model, starting from a small set of examples. Arrange the core steps of a single cycle of this process in the correct order.

Diagnosing a Data Generation Pipeline Issue