Grip on LLMs - HonestCityBench - Narrow Expertise: leaderboard
Metric: Appropriate acknowledgement rate (%; LLM judge). Source: arxiv.org. 31 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemma 3 12B (IT) | 12 |
| 2 | Llama 3.1 8B Instruct | 8 |
| 3 | Gemma 3 27B (IT) | 5 |
| 4 | GEITje-7B-ultra | 5 |
| 5 | GPT-4o | 4 |
| 6 | GPT-5 Mini | 4 |
| 7 | SmolLM3-3B | 3 |
| 8 | GPT-5 | 1 |
| 9 | GPT-4o Mini | 1 |
| 10 | GPT-OSS-20B | 1 |
| 11 | Mistral 7B Instruct (v0.3) | 1 |
| 12 | Qwen 3 8B | 1 |
| 13 | Qwen 3 32B | 1 |
| 14 | Mistral Large 3 | 1 |
| 15 | Phi-4 Mini Instruct | 1 |
Interactive version: theaggregate.ai/benchmark?slug=grip-on-llms-honestcitybench-narrow-expertise · How It Works · Data refreshed daily, snapshot 2026-09-19.