Open Intent Detection
Open Intent Detection是自然语言处理领域的一项重要任务,旨在识别已知的n类意图,并检测未分类的开放意图。该任务通过准确捕捉用户的真实需求,提升人机交互系统的智能化水平,增强用户体验,同时在智能客服、虚拟助手等应用场景中具有显著的应用价值。
ATIS (25% known)
ATIS (50% known)
BANKING-77 (50% known)
BANKING-77 (75% known)
Metric learning + Adaptive Decision Boundary
Banking_CG
BANKING77 (25%known)
ADB
OOS(25%known)
OOS(50%known)
OOS(75%known)
OOS_CG
SNIPS (25% known)
LMCL
SNIPS (50% known)
SNIPS (75% known)
StackOverFlow(25%known)
StackOverFlow(50%known)
StackOverFlow(75%known)
ADB
StackOverflow_CG
DA-ADB