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Titlebook: Intent Recognition for Human-Machine Interactions; Hua Xu,Hanlei Zhang,Ting-En Lin Book 2023 Tsinghua University Press 2023 Human Computer

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发表于 2025-3-28 14:57:44 | 显示全部楼层
Unknown Intention Detection Method Based on Dynamic Constraint Boundary. On the other hand, identifying open (unknown) intent during testing. Current models are limited in finding the appropriate decision boundary to balance the performances of both known and open intents. In this chapter, a post-processing method is proposed to learn the adaptive decision boundary (AD
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Discovering New Intents with Deep Aligned Clusterings to new intents. These methods also have difficulties in providing high-quality supervised signals to learn clustering-friendly features for grouping unlabeled intents. In this work, we introduce an effective method (Deep Aligned Clustering) to discover new intents with the aid of limited known int
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