SimLife-BP (Language Only, Noiseless Logs) - Full 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 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 February 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 4 31B (IT)74.6#178
2Qwen 3.5 35B A3B73#268
3Gemma 4 26B A4B (IT)72.1#293
4Gemini 2.5 Flash71.8#255
5Gemini 3 Flash (Preview)68.2#90
6Qwen 3.5 9B65.5#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-full-hints · How It Works · Data refreshed daily, snapshot 2026-11-05.