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

Top models

#ModelScoreOverall rank
1Qwen 3.6 27B19#173
2Gemini 2.5 Flash10.9#242
3Gemma 4 31B9.6#200
4Qwen 3.8 27B7.4#118
5GPT-5.4 Mini5.9#212
6Inkling Small4.1#160
7Qwen 3.5 9B3#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-f1 · How It Works · Data refreshed daily, snapshot 2026-10-23.