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Precision of detecting LLM-generated essays

Develop and evaluate high‑precision methods for detecting LLM‑generated essays and author attribution—potentially through participant‑specific writing fingerprints—using larger cohorts to overcome current sample-size limitations.

References

In this study, conducted across multiple topics in a group setting, the evidence for detecting LLM-generated essays is more than tangential when assessed within-group; however, the precision of this detection remains limited due to the small sample size.

— Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task (Kosmyna et al., 10 Jun 2025) in Limitations and Future Work