Open intent detection is a significant problem in natural language understanding, which aims to identify the unseen open while ensuring known identification performance. However, current methods face two major challenges. Firstly, they struggle learn friendly representations detect with prior knowledge of only intents. Secondly, there lack an effective approach obtaining specific and compact de...

The explorations of non-Hermiticity have been devoted to investigate the disorder-induced many-body localization (MBL). However, sensitivity spatial boundary conditions and interplay non-Hermitian skin effect with phenomena are not yet clear. For a MBL system in presence non-reciprocal tunnelings random disorder potential, we identify two different complex-real spectral transitions, one is pres...