Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing

Álvaro Zaera, Diana Nicoleta Popa, Ivan Sekulic +1

Out-of-scope (OOS) intent detection is a critical challenge in task-oriented dialogue systems (TODS), as it ensures robustness to unseen and ambiguous queries. In this work, we pro…