3 papers
cs.CL2026
A Generative Model for Joint Multiple Intent Detection and Slot Filling
Liz Li, Wei Zhu
In task-oriented dialogue systems, spoken language understanding (SLU) is a critical component, which consists of two sub-tasks, intent detection and slot filling. Most existing me…
cs.CL2026
ACL: Aligned Contrastive Learning Improves BERT and Multi-exit BERT Fine-tuning
Liz Li, Wei Zhu
Despite its success in self-supervised learning, contrastive learning is less studied in the supervised setting. In this work, we first use a set of pilot experiments to show that…
cs.CL2026
Pursuing Best Industrial Practices for Retrieval-Augmented Generation in the Medical Domain
Liz Li, Wei Zhu
While retrieval augmented generation (RAG) has been swiftly adopted in industrial applications based on large language models (LLMs), there is no consensus on what are the best pra…