ProactEgoMem - Daily LT - Intervention Recall: 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 January 2027. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 27B35#118
2Gemma 4 31B33.5#200
3Inkling Small21.9#160
4Qwen 3.6 27B13.1#173
5Gemini 2.5 Flash8.3#242
6GPT-5.4 Mini1.5#212
7Qwen 3.5 9B0.6#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-lt-intervention-recall · How It Works · Data refreshed daily, snapshot 2026-10-23.