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A trust-tiered librarian can eliminate 6,845 contradictions in research reports while generating evidence-grounded narratives at unprecedented speed.
MATS achieves a substantial performance boost in 3D perception tasks by intelligently adapting BEV feature maps for specific modalities and tasks.
Evolving evaluation metrics can enhance LLM performance by up to 110% while maintaining transparency and robustness against manipulation.
A biased judge can silently disable skill retirement in self-evolving agents, leading to unnoticed performance degradation that can jeopardize deployment.
