Advancing AI in the face of data scarcity
Has AI reached a performance plateau?Larger, newer models seem to be yielding diminishing returns, with only marginal improvements over their forerunners despite ever increasing compute power and storage capacity.As the ‘cumulative sum of human knowledge’ appears to have been exhausted in AI training, could this plateau actually be an unsurmountable wall?In this short note, we explore the challenges of advancing AI in the face of data scarcity, and in particular, we delve into the world of synthetic data generation. The concept is not new, but where limited and biased statistical methods used...