2025
Grammar Pruning: Enabling Low-Latency Zero-Shot Task-Oriented Language Models for Edge AI
Octavian Alexandru Trifan, Jason Lee Weber, Marc Titus Trifan, Alexandru Nicolau, Alexander Veidenbaum
EMNLP 2025
Edge deployment of task-oriented semantic parsers demands high accuracy under tight latency and memory budgets. We present Grammar Pruning, a lightweight zero-shot framework that begins with a user-defined schema of API calls and couples a rule-based entity extractor with an iterative grammar-constr