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Paramita Mirza

3 accepted papers

2024

ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler

COLING 2024main

State-of-the-art intent classification (IC) and slot filling (SF) methods often rely on data-intensive deep learning models, limiting their practicality for industry applications. Large language models on the other hand, particularly instruction-tuned models (Instruct-LLMs), exhibit remarkable zero-…