Raising the Bar: Why AI Competitions Are the New Benchmark Battleground
TL;DR for operators A model score is not a certificate. It is a timestamp. That is the operational message of D. Sculley and co-authors’ position paper on GenAI evaluation.1 Their argument is not that every static benchmark is useless, nor that competitions are magical truth machines with leaderboards attached. The argument is sharper: GenAI has broken the old bargain behind machine-learning evaluation. ...