ProactEgoMem - Sci ST - 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: Not forecast. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 9B50#384
2Qwen 3.6 27B12.7#173
3Gemma 4 31B12.3#200
4Inkling Small10.3#160
5GPT-5.4 Mini10#212
6Gemini 2.5 Flash9.3#242
7Qwen 3.8 27B9.3#118

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-st-intervention-start-0-2 · How It Works · Data refreshed daily, snapshot 2026-10-23.