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Proceedings of the 64th Annual Meeting of the A ssociation for C omputational L inguistics (Volume 1: Long Papers)

Russell, Jenna, Karpinska, Marzena, Akinode, Destiny, Zhou, James, Thai, Katherine, Emi, Bradley · 2026 · DOI 10.18653/v1/2026.acl-long.663

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Pangram 4 Technical Report

cs.CL · 2026-07-29 · conditional · novelty 5.0

Pangram 4 is a commercial MoE-based detector claiming 0.9916 AUROC, 0.0041% FPR, 0.3396% FNR, plus tokenwise human/AI-assisted/AI-generated labels and humanizer detection.

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  • Pangram 4 Technical Report cs.CL · 2026-07-29 · conditional · none · ref 2

    Pangram 4 is a commercial MoE-based detector claiming 0.9916 AUROC, 0.0041% FPR, 0.3396% FNR, plus tokenwise human/AI-assisted/AI-generated labels and humanizer detection.