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ReGrad enables scalable and reversible knowledge injection without the risk of catastrophic forgetting, outperforming traditional methods in both general and domain-specific tasks.
TrustMargin achieves better answer quality by resolving conflicts between parametric memory and retrieved evidence without any training overhead.
