LLM Stats (EgoSchema): leaderboard

5,031 temporal reasoning questions over 3-minute egocentric videos requiring understanding of long-range activities and event sequences.

Metric: Score (%). Source: llm-stats.com. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 72B Instruct76.2#377
2GPT-4o72.2#343
3Nova Pro72.1#569
4Gemini 2.0 Flash71.5#342
5Nova Lite71.4#754
6Qwen2.5-Omni-7B68.6#624
7Gemini 2.0 Flash Lite67.2#450
8Gemini 1.0 Pro55.7#933

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=llm-stats-egoschema · How It Works · Data refreshed daily, snapshot 2026-10-20.