Maria Ines Torres

Fine-Tuning Medium-Scale LLMs for Joint Intent Classification and Slot Filling: A Data-Efficient and Cost-Effective Solution for SMEs

Dialogue Systems (DS) are increasingly in demand for automating tasks through natural language interactions. However, the core techniques for user comprehension in DS depend heavily on large amounts of labeled data, limiting their applicability in data-scarce environments common to many companies. T…