BALROG BabyAI (LLM): leaderboard

Metric: Progress (%). Source: balrogai.com. 34 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)100
2Gemini 3.1 Pro (Preview) (Thinking)98
3Gemini 3 Pro96
4Gemini 3 Flash86
5Gemini 2.5 Pro (Preview 03-25)80
6Claude Opus 4.580
7GPT-5 (Minimal)80
8GPT-4o (2024-05-13)77.6
9Grok 476
10Reka Flash 376
11DeepSeek R174
12Llama 3.1 70B Instruct73.2
13Claude Opus 4.5 (Thinking)72
14Llama 3.2 90B Instruct72
15Claude 3.5 Sonnet (20241022)68

Interactive version: theaggregate.ai/benchmark?slug=balrog-babyai-llm · How It Works · Data refreshed daily, snapshot 2026-09-05.