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cs.CL2026
D-Score: A Spectral Hidden-State Signal for Hallucination Detection in Large Language Models
Bianca Raimondi, Davide Evangelista, Maurizio Gabbrielli +1
Large Language Models can produce fluent text that is false, unsupported by the available evidence, or inconsistent with information that appears to be internally represented by th…
cs.LG2026
CLeAN: Continual Learning Adaptive Normalization in Dynamic Environments
Isabella Marasco, Davide Evangelista, Elena Loli Piccolomini +1
Artificial intelligence systems predominantly rely on static data distributions, making them ineffective in dynamic real-world environments, such as cybersecurity, autonomous trans…