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LLM-Generated Text Detection on LGT Detection

99AUROCkNNProxy
88.91291.53194.1596.769Apr 2, 2026

Evaluation results

MethodLinks
kNNProxyProxy Alignment=✔, Training-free=✔, Query Complexity=O(1), Domain Control=✔2026.0499
GlimpseProxy Alignment=✔, Training-free=✔, Query Complexity=O(n), Domain Control=✘2026.0493
DALDProxy Alignment=✔, Training-free=✘, Query Complexity=O(1), Domain Control=✘2026.0492.3
Fast-DetectGPTProxy Alignment=✘, Training-free=✔, Query Complexity=N/A, Domain Control=✘2026.0489.3