Predicting Empirical AI Research Outcomes with Language Models

Jiaxin Wen, Chenglei Si, Yueh-han Chen +2

Many promising-looking ideas in AI research fail to deliver, but their validation takes substantial human labor and compute. Predicting an idea's chance of success is thus crucial…