Few-shot Named Entity Recognition (NER) systems are designed to identify new categories of entities with a limited number of labeled examples.A major challenge encountered by these systems is overfitting, particularly pronounced in comparison to tasks with ample samples.This overfitting predominantly stems from spurious correlations, a consequence

In this study, a multilayer composite rolling model consisting of a rolling wheel, a protective layer, a GCL, and a support layer was constructed by the discrete element method (DEM).Soil compaction and gravel migration, and their effects on the GCL, were analyzed from a fine viewpoint, and three key indexes for the safety assessment of the GCL wer

Indonesia with its five pillars of Pancasila binds the State and its citizens to "Believe in Almighty" where the religious identity is the spirit of the State that must be respected.This is proven by the existence of Law No.1/PNPS/1965 concerning the Prevention of Blasphemy that prohibits blasphemy, atheism, or any belief other than the religious i

Optical control of neural ensemble activity is crucial for understanding brain function and disease, yet no technology can achieve optogenetic control of very large numbers of neurons at an extremely fast rate over a large volume.State-of-the-art multiphoton holographic optogenetics requires high-power illumination that only addresses relatively sm