SimLife-BP (Vision + Language) - Full Hints: leaderboard

SimLife-BP long-horizon pattern understanding over simulated household life (381 tasks / 1,439 questions), vision plus language input, asked with full hints. Question-level accuracy; the input modality is the board. Higher is better. Source: arxiv.org/abs/2609.19610.

Metric: Question-level Accuracy (%). Source: arxiv.org. Saturation forecast: Around 2029. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash (Preview)53#90
2Qwen 3.5 35B A3B52.2#268
3Qwen 3 VL 32B Instruct51.9#290
4Qwen 3 VL 4B Instruct50.2#510
5Qwen 3 VL 8B Instruct49.1#419
6Qwen 3.5 9B48.9#391
7Gemma 4 26B A4B (IT)48.8#293

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

Interactive version: theaggregate.ai/benchmark?slug=simlife-bp-vision-plus-language-full-hints · How It Works · Data refreshed daily, snapshot 2026-11-05.