BALROG BabyAI (LLM) — leaderboard
Metric: Progress (%). Source: balrogai.com. 34 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 100 |
| 2 | Gemini 3.1 Pro (Preview) (Thinking) | 98 |
| 3 | Gemini 3 Pro | 96 |
| 4 | Gemini 3 Flash | 86 |
| 5 | Claude Opus 4.5 | 80 |
| 6 | GPT-5 (Minimal) | 80 |
| 7 | Gemini 2.5 Pro (03-25) | 80 |
| 8 | GPT-4o (2024-05-13) | 77.6 |
| 9 | Grok 4 | 76 |
| 10 | Reka Flash 3 | 76 |
| 11 | DeepSeek R1 | 74 |
| 12 | Llama 3.1 70B Instruct | 73.2 |
| 13 | Claude Opus 4.5 (Thinking) | 72 |
| 14 | Llama 3.2 90B Instruct | 72 |
| 15 | Claude 3.5 Sonnet (20241022) | 68 |
Interactive version: theaggregate.ai/benchmark?slug=balrog-babyai-llm · How the rankings work · Data refreshed daily, snapshot 2026-07-22.