ProactEgoMem - Daily IC - Intervention F1: leaderboard

ProactEgoMem Daily: egocentric video proactive assistance; IC object identification,ST state transitions,LT location tracking. Notification and tool-call intervention levels,matching includes semantic judging at temperature 0. Start@0.2 uses matched actions; mIoU counts unmatched opportunities as zero. Backbone effort unspecified; conditional timing errors/SD omitted. Score (%).

Metric: Score (%). Source: arxiv.org. Saturation forecast: Around 2030. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 27B7.6#118
2GPT-5.4 Mini5.9#212
3Gemini 2.5 Flash5.8#242
4Gemma 4 31B5.5#200
5Qwen 3.6 27B5.3#173
6Qwen 3.5 9B4.2#384
7Inkling Small2.9#160

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=proactegomem-daily-ic-intervention-f1 · How It Works · Data refreshed daily, snapshot 2026-10-23.