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UDS reveals that traditional metrics can miss critical nuances in knowledge erasure, exposing the hidden complexities of LLM unlearning.
LG's EXAONE 4.5 shows that strategically curating training data, particularly document-centric corpora, unlocks substantial gains in specialized tasks like document understanding and Korean contextual reasoning, even while maintaining competitive general performance.
