SimLife-BP (Language Only, Noiseless Logs) - No Hints: leaderboard

SimLife-BP long-horizon pattern understanding over simulated household life (381 tasks / 1,439 questions), text-only over noiseless ground-truth action logs input, asked with no 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 February 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 4 31B (IT)67.6#178
2Gemma 4 26B A4B (IT)64.1#293
3Gemini 3 Flash (Preview)63.9#90
4Gemini 2.5 Flash63.7#255
5Qwen 3.5 35B A3B62.7#268
6Qwen 3.5 9B56.5#391

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-language-only-noiseless-logs-no-hints · How It Works · Data refreshed daily, snapshot 2026-11-05.