ElderBench - Offline: leaderboard

Metric: Task success rate (%; offline protocol: 119 tasks from older adults' naturally elicited instructions in 5 Android applications, replayed on task graphs merged from multiple human demonstration trajectories; success when the predicted action sequence reaches the graph's terminal state and the agent outputs finish (50-pixel click tolerance, fuzzy text match); at most 25 steps and 120 s per task). Source: arxiv.org. Saturation forecast: Around 2028. 9 models tracked.

Top models

#ModelScore
1Gemini 3 Flash27.73
2Kimi K2.514.29
3GLM-4.6V11.76
4uitars-1.5-7B10.08

Interactive version: theaggregate.ai/benchmark?slug=elderbench-offline · How It Works · Data refreshed daily, snapshot 2026-09-26.