7 citations · 15 across the 7 of their papers we have counts for
9 papers · 1 filter
HCL: Hybrid and Cooperative Contrastive Learning for Cross-lingual Spoken Language Understanding
Bowen Xing, Ivor W. Tsang
State-of-the-art model for zero-shot cross-lingual spoken language understanding performs cross-lingual unsupervised contrastive learning to achieve the label-agnostic semantic ali…
Exploiting Contextual Target Attributes for Target Sentiment Classification
Bowen Xing, Ivor W. Tsang
Existing PTLM-based models for TSC can be categorized into two groups: 1) fine-tuning-based models that adopt PTLM as the context encoder; 2) prompting-based models that transfer t…
Co-guiding for Multi-intent Spoken Language Understanding
Bowen Xing, Ivor W. Tsang
Recent graph-based models for multi-intent SLU have obtained promising results through modeling the guidance from the prediction of intents to the decoding of slot filling. However…
Relational Temporal Graph Reasoning for Dual-task Dialogue Language Understanding
Bowen Xing, Ivor W. Tsang
Dual-task dialog language understanding aims to tackle two correlative dialog language understanding tasks simultaneously via leveraging their inherent correlations. In this paper,…
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs
Bowen Xing, Ivor W. Tsang
Recent graph-based models for joint multiple intent detection and slot filling have obtained promising results through modeling the guidance from the prediction of intents to the d…
Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling
Bowen Xing, Ivor W. Tsang
Recent joint multiple intent detection and slot filling models employ label embeddings to achieve the semantics-label interactions. However, they treat all labels and label embeddi…