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Arantza del Pozo

2 accepted papers

2025

Fine-Tuning Medium-Scale LLMs for Joint Intent Classification and Slot Filling: A Data-Efficient and Cost-Effective Solution for SMEs

COLING 2025industry

Dialogue Systems (DS) are increasingly in demand for automating tasks through natural language interactions. However, the core techniques for user comprehension in DS depend heavily on large amounts of labeled data, limiting their applicability in data-scarce environments common to many companies. T…

Cited by 0SourcePDFScholar
2022

Exploiting In-Domain Bilingual Corpora for Zero-Shot Transfer Learning in NLU of Intra-Sentential Code-Switching Chatbot Interactions

EMNLP 2022industry

Code-switching (CS) is a very common phenomenon in regions with various co-existing languages. Since CS is such a frequent habit in informal communications, both spoken and written, it also arises naturally in Human-Machine Interactions. Therefore, in order for natural language understanding (NLU) n…