CHARM - Boundary Awareness: leaderboard

Character hallucination in multicultural role play: whether the model recognises that a question crosses the character's knowledge boundary. Accuracy, higher is better. Source: arxiv.org/abs/2609.01352.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Llama 3.1 8B94.1#1130
2Gemini 3.5 Flash94#66
3GPT-4o91.3#357
4Gemma 3 12B87.8#674
5GPT-5.586.9#33
6Qwen 3 8B62.6#678

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

Interactive version: theaggregate.ai/benchmark?slug=charm-boundary-awareness · How It Works · Data refreshed daily, snapshot 2026-11-05.