Pangram AI-Text Detection Hard Set (zero-shot): leaderboard

Pangram hard-set AI-text detection — accuracy of models at distinguishing human-written from AI-generated text on adversarially hard samples, zero-shot.

Metric: Accuracy (%). Source: www.pangram.com. Saturation forecast: Around January 2027. 2 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.586.8#31
2Claude Sonnet 4.672.9#90

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=pangram-ai-text-detection-hard-set-zero-shot · How It Works · Data refreshed daily, snapshot 2026-10-20.