EmbodiedBench Habitat: leaderboard

Tests LLMs as embodied agents on task planning in Meta's Habitat simulation, measuring navigation reasoning and spatial awareness for multi-step household instructions.

Metric: Avg Score (%). Source: embodiedbench.github.io. Saturation forecast: Estimated already saturated. 24 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet68#350
2GPT-4o59#343
3Claude 3.7 Sonnet58.7#249
4Gemini 1.5 Pro56.3#445
5InternVL3-78B55#352
6InternVL2.5-78B49#431
7InternVL3-38B43.3#405
8Gemini 2.0 Flash42.3#342
9Llama 3.2 90B Vision Instruct40.3#622
10Gemini 1.5 Flash39.3#618
11Qwen 2.5 VL 72B Instruct37.7#377
12Gemma 3 27B (IT)35.7#523
13GPT-4o Mini32.7#599
14InternVL3-8B24.3#620
15Gemma 3 12B (IT)23#664

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

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