Generating Hard-Negative Out-of-Scope Data with ChatGPT for Intent Classification: A Detailed Analysis

Intent classifiers struggle with hard-negative out-of-scope (OOS) utterances, challenging model robustness. Incorporating hard-negative OOS data in training enhances intent classifiers' performance.