Automated Annotation with Generative AI Requires Validation. - Nicholas Pangakis; Samuel Wolken; Neil Fasching (CoRR, 2023)

The diminishing state of shared reality on US television news. - Homa Hosseinmardi; Samuel Wolken; David M. Rothschild; Duncan J. Watts (CoRR, 2023)

Knowledge Distillation in Automated Annotation: Supervised Text Classification with LLM-Generated Training Labels. - Nicholas Pangakis; Samuel Wolken (CoRR, 2024)

Keeping Humans in the Loop: Human-Centered Automated Annotation with Generative AI. - Nicholas Pangakis; Samuel Wolken (ICWSM, 2025)