InfoWorld

Improving annotation quality with machine learning

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

US-DATA Expands Global Data Annotation Services for AI, Computer Vision and Machine Learning Projects

US-DATA helps companies turn raw images, videos, audio and text into high-quality datasets for training, testing and improving AI models. NEW YORK, NY / ACCESS Newswire / May 21, 2026 / US-DATA, a ...
Nature

Use of deep learning-based NLP models for full-text data elements extraction for systematic literature review tasks

Systematic literature review (SLR) is an important tool for Health Economics and Outcomes Research (HEOR) evidence synthesis. SLRs involve the identification and selection of pertinent publications ...
Nature

SwarmMAP: swarm learning for decentralized cell type annotation in single cell sequencing data

Rapid technological progress now enables large-scale generation of single-cell data. Many laboratories can produce single-cell transcriptomic profiles from diverse tissues. A key step in single-cell ...