ProactEgoMem - Daily ST - Intervention Start@0.2: 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: Not forecast. 13 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 4 31B17.2#200
2GPT-5.4 Mini16#212
3Gemini 2.5 Flash14.1#242
4Qwen 3.6 27B11.9#173
5Qwen 3.8 27B11#118
6Inkling Small6.6#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-daily-st-intervention-start-0-2 · How It Works · Data refreshed daily, snapshot 2026-10-23.