Enhancing New Intent Discovery via Robust Neighbor-based Contrastive Learning

[PDF] arxiv.org

Pseudo-Label Enhanced Prototypical Contrastive Learning for Uniformed Intent Discovery

Y Deng, Y Wu, G Zhao, L Zhu, X Qian - arXiv preprint arXiv:2410.20219, 2024 - arxiv.org
New intent discovery is a crucial capability for task-oriented dialogue systems. Existing
methods focus on transferring in-domain (IND) prior knowledge to out-of-domain (OOD) data …
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Robust Adaptive Feature Enhancement and Contrastive Clustering for New Intent Discovery

K Chen, J Su, Z Pan - 2024 International Joint Conference on …, 2024 - ieeexplore.ieee.org
The primary goal of the New Intent Discovery (NID) algorithm is to discover specific
intentions from user queries. State-of-the-art approaches currently focus on utilizing pre …
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