BALROG NetHack (LLM) — leaderboard
Metric: Progress (%). Source: balrogai.com. 34 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Pro | 6.8 |
| 2 | Gemini 3 Flash | 4 |
| 3 | Gemini 3.1 Pro (Preview) | 3 |
| 4 | Gemini 3.1 Pro (Preview) (Thinking) | 2.6 |
| 5 | Claude Opus 4.5 (Thinking) | 2.4 |
| 6 | Claude Opus 4.5 | 2 |
| 7 | Grok 4 | 1.8 |
| 8 | Gemini 2.5 Pro (03-25) | 1.7 |
| 9 | Grok 3 | 1.6 |
| 10 | DeepSeek R1 | 1.4 |
| 11 | GPT-5 (Minimal) | 1.3 |
| 12 | Claude 3.5 Haiku | 1.2 |
| 13 | Gemini 2.5 Flash | 0.8 |
| 14 | DeepSeek R1 Distill Qwen 32B | 0.7 |
| 15 | Claude 3.5 Sonnet (20241022) | 0.6 |
Interactive version: theaggregate.ai/benchmark?slug=balrog-nethack-llm · How the rankings work · Data refreshed daily, snapshot 2026-07-22.