The four criteria for research impact: important problems, strong baselines, scalability, real usability

srchvrs · x · 2026-10-27

srchvrs summarizes (with conference slides): for an invention to matter it should solve an important problem, be well engineered and maintained, outperform strong baselines, and scale — essentially be practical. Slides give parallel criteria for LLM developers and any audience, noting "this is hard and takes time."

Related event: What makes academic research get adopted: importance, baselines, usability(2 posts)→

Original post →

More from Research

Research channel →