Large Language Model Turnover Undermines Screening for Artificial Intelligence-Assisted Scientific Writing

arXiv:2610.11599 · cs.CL, cs.AI, cs.CY, cs.DL, cs.SI · Submitted 2026-10-08 · Read on arXiv

cs.CL, cs.AI, cs.CY, cs.DL, cs.SI

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Calibration — 24× in this paper · explained in 7 episodes
• Benchmark — 8× in this paper · explained in 2 episodes
• Cosine Similarity — 5× in this paper · explained in 3 episodes
• Fidelity — 5× in this paper · explained in 2 episodes
• Accuracy — 4× in this paper · explained in 1 episode
• Adaptation — 4× in this paper · explained in 1 episode
• Benchmarking — 4× in this paper · explained in 3 episodes
• Embeddings — 4× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• In International Conference on Machine Learning — 2× in this paper
• Proceedings of the National Academy of Sciences — 2× in this paper
• AdamW Optimizer — 1× in this paper · explained in 1 episode
• Clustering — 1× in this paper · explained in 2 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Core — 1× in this paper · explained in 2 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Jensen–Shannon Divergence (JSD) — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• Technical Report on the Pangram AI-Generated Text Classifier
• Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift
• Release Strategies and the Social Impacts of Language Models
• Pangram 4 Technical Report
• 'Your AI Text is not Mine': Redefining and Evaluating AI-generated Text Detection under Realistic Assumptions
• OpenAlex: A fully-open index of scholarly works, authors, venues, institutions, and concepts
• RoBERTa: A Robustly Optimized BERT Pretraining Approach

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