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2 results for “knowledge injection”
SPIN Processed News Frame: The Hype
RoCo-ACE: Rollout-Conditioned Online Distillation for Retention-Aware Knowledge Injection
RoCo-ACE is a new online distillation method for knowledge injection into multimodal large language models that improves factual accuracy of injected knowledge while preserving model behavior on non-updated tasks.
Spin 70% Claim Present in Source AI Risk Moderate
arXiv Artificial Intelligence
Jul 29, 2026
SPIN Processed News Frame: The Hype
Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs'Hallucinations
Researchers propose EAACD, a new contrastive decoding method tailored for mixture-of-experts (MoE) LLMs that leverages expert activation differences in higher layers to reduce hallucinations on QA tasks, outperforming baselines across four datasets.
Spin 65% Claim Present in Source AI Risk Moderate
arXiv Computation and Language
Jul 24, 2026