LifeEval (Open-Ended) - Safety and Feasibility Assessment: leaderboard

Metric: GPT-5 judge score against the reference answer (0 to 1 in steps of 0.25, shown times 100) on the 318 open-ended Safety and Feasibility Assessment questions of LifeEval, zero-shot, the model sees only the egocentric clip up to the question time (8 uniformly sampled frames for models without native video input), answer in fixed tags; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 26 models tracked.

Top models

#ModelScoreOverall rank
1GPT-579.8#91
2Gemini 2.5 Pro77.75#145
3GPT-5 Mini75.79#176
4Gemini 2.5 Flash72.56#237
5Grok 472.01#169
6GPT-4o64.23#333
7Qwen 3 VL 30B A3B (Thinking)62.54#338 (Qwen 3 VL 30B A3B)
8Qwen 3 VL 30B A3B Instruct60.69#365
9Qwen 3 VL 8B (Thinking)57
10Qwen 3 VL 8B Instruct47.25#401

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=lifeeval-open-ended-safety-and-feasibility-assessment · How It Works · Data refreshed daily, snapshot 2026-10-11.