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Wanhao Zhou

2 accepted papers

2022

Slim: Explicit Slot-Intent Mapping with Bert for Joint Multi-Intent Detection and Slot Filling

ICASSP 2022accepted

Utterance-level intent detection and token-level slot filling are two key tasks for spoken language understanding (SLU) in task-oriented systems. Most existing approaches assume that only a single intent exists in an utterance. However, there are often multiple intents within an utterance in real-li…

Cited by 0SourceScholar
2021

Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems

EMNLP 2021main

As the labeling cost for different modules in task-oriented dialog (ToD) systems is expensive, a major challenge is to train different modules with the least amount of labeled data. Recently, large-scale pre-trained language models, have shown promising results for few-shot learning in ToD. In this…