ProactEgoMem - Daily ST - Notification Precision: 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 2029. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.6 27B14.8#173
2Gemini 2.5 Flash6.4#242
3Gemma 4 31B5.8#200
4Qwen 3.8 27B4.1#118
5GPT-5.4 Mini3.2#212
6Inkling Small2.1#160
7Qwen 3.5 9B1.6#384

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-st-notification-precision · How It Works · Data refreshed daily, snapshot 2026-10-23.