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cs.CL2023
NLU on Data Diets: Dynamic Data Subset Selection for NLP Classification Tasks
Jean-Michel Attendu, Jean-Philippe Corbeil
Finetuning large language models inflates the costs of NLU applications and remains the bottleneck of development cycles. Recent works in computer vision use data pruning to reduce…
cs.CL2022
Building the Intent Landscape of Real-World Conversational Corpora with Extractive Question-Answering Transformers
Jean-Philippe Corbeil, Mia Taige Li, Hadi Abdi Ghavidel
For companies with customer service, mapping intents inside their conversational data is crucial in building applications based on natural language understanding (NLU). Nevertheles…