BabyAI: leaderboard

BALROG BabyAI task-completion percentages mirrored by BenchmarkList, with text-only LLM and image-plus-text VLM runs in the same source table.

Metric: BabyAI score (%). Source: benchmarklist.com. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)100#58
2Gemini 3.1 Pro (Preview) (Thinking)98#58 (Gemini 3.1 Pro (Preview))
3Gemini 3 Pro96#80
4Gemini 3 Flash86#99
5Gemini 2.5 Pro (Preview 03-25)80#123
6Claude Opus 4.580#83
7GPT-5 (Minimal)80#98 (GPT-5)
8GPT-4o (2024-05-13)77.6#325
9DeepSeek R174#251
10Claude Opus 4.5 (Thinking)72#83 (Claude Opus 4.5)
11Gemini 2.5 Flash68#245
12Claude Haiku 4.566#280
13Grok 362#304
14Gemini 1.5 Pro (002)58.4#349
15Claude 3.5 Haiku52#568

Interactive version: theaggregate.ai/benchmark?slug=babyai · How It Works · Data refreshed daily, snapshot 2026-10-20.