ProactEgoMem - Daily LT - Notification 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 February 2027. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 27B62.2#118
2GPT-5.4 Mini55.9#212
3Qwen 3.5 9B35.9#384
4Gemini 2.5 Flash34#242
5Qwen 3.6 27B33.6#173
6Gemma 4 31B32.3#200
7Inkling Small31.8#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-lt-notification-recall · How It Works · Data refreshed daily, snapshot 2026-10-23.