Matthew Luskey, assistant director of the University of Minnesota’s writing across the curriculum program, wants undergraduates in his classes to talk with each other when they first encounter an ...

When AI models fail to meet expectations, the first instinct may be to blame the algorithm. But the real culprit is often the data—specifically, how it’s labeled. Better data annotation—more accurate, ...

Strategic data selection and curation practices significantly reduce annotation costs and drive development productivity.

Most faculty members have a go-to activity that can be deployed at a moment’s notice in the classroom. It might be a quick, five-minute writing task or a more-ambitious, small-group exercise. When ...

In production environments, AI systems are judged by operational reliability, regulatory exposure, and sustained performance, ...

Data science and machine learning teams face a hidden productivity killer: annotation errors. Recent research from Apple analyzing production machine learning (ML ...

In my humble opinion, you haven’t really read a book until you’ve annotated it. On BookTok, annotating isn’t just a niche hobby — it’s a lifestyle. The tabs. The sticky notes. The emotionally chaotic ...