一作ACL 2026Findings· Findings of ACL
Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation
Srujan P Mule · Aniketh Garikaparthi · Manasi Patwardhan
摘要
As language models accelerate scientific research by automating hypothesis generation and implementation, a new bottleneck emerges: evaluating and filtering hundreds of AI-generated ideas without exhaustive experimentation. We ask whether LMs can learn to forecast the empirical success of researc...