Papers by Jason Lee Weber
Grammar Pruning: Enabling Low-Latency Zero-Shot Task-Oriented Language Models for Edge AI (2025.emnlp-main)
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Octavian Alexandru Trifan, Jason Lee Weber, Marc Titus Trifan, Alexandru Nicolau, Alexander Veidenbaum
| Challenge: | Existing approaches to task-oriented semantic parsers require high latency and extensive resource requirements. |
| Approach: | They propose a framework that couples a rule-based entity extractor with an iterative grammar-constrained decoder. |
| Outcome: | The proposed framework achieves an average execution accuracy of over 90% while sustaining at least 2x lower end-to-end latency than existing methods. |