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Emerging Properties, Scaling Laws, and the Interplay of Technological Advancements
The security measures in place are effective in preventing leakage of weights, while emerging properties expected from models at scale include reliability and controllability. Making predictions about specific capabilities and scaling laws must be taken seriously, but the link between next word prediction accuracy and reasoning capability is complex. Additionally, relying on people to teach models and the confluence of data availability, GPU advancements, and transformer development is attributed to the evolution of technology and computing capabilities.