ProactEgoMem - Daily LT - QA Accuracy: 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 June 2028. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 27B30.6#118
2Gemma 4 31B29#200
3Inkling Small29#160
4GPT-5.4 Mini24.6#212
5Qwen 3.6 27B24.2#173
6Qwen 3.5 9B21.8#384
7Gemini 2.5 Flash18.3#242

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-qa-accuracy · How It Works · Data refreshed daily, snapshot 2026-10-23.