ProactEgoMem - Sci IC - Intervention F1: leaderboard

ProactEgoMem Sci: 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 3.8 27B6.6#118
2GPT-5.4 Mini5.1#212
3Gemma 4 31B3.8#200
4Gemini 2.5 Flash3.6#242
5Qwen 3.6 27B3.2#173
6Inkling Small2.3#160
7Qwen 3.5 9B0#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-sci-ic-intervention-f1 · How It Works · Data refreshed daily, snapshot 2026-10-23.