ProactEgoMem - Sci IC - Intervention Start@0.2: 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 January 2027. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 27B46.2#118
2Gemini 2.5 Flash36.4#242
3GPT-5.4 Mini20#212
4Gemma 4 31B13.6#200
5Qwen 3.6 27B12.5#173
6Qwen 3.5 9B0#384
7Inkling Small0#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-sci-ic-intervention-start-0-2 · How It Works · Data refreshed daily, snapshot 2026-10-23.