The authors propose LLMPIA, a few-shot Urdu intent detection pipeline combining contrastive retraining and prototype-informed attention, and report high F1 scores on ATIS and Web Queries.
Effect of pruning on feature ranking metrics in highly skewed datasets in text classification
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Enhanced Urdu Intent Detection with Large Language Models and Prototype-Informed Predictive Pipelines
The authors propose LLMPIA, a few-shot Urdu intent detection pipeline combining contrastive retraining and prototype-informed attention, and report high F1 scores on ATIS and Web Queries.