TeachObs - Scene Coding (Transcript): leaderboard
Metric: Macro F1 (%; 39 observation codes per 15-second classroom scene from its transcript alone, 1,099 scenes of six test lessons). Source: arxiv.org. Saturation forecast: Around 2029. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) (Low) | 26.2 |
| 2 | GPT-5.5 (Low) | 25.4 |
| 3 | Grok 4.3 (Low) | 25.1 |
| 4 | GLM-5V Turbo | 23.6 |
Interactive version: theaggregate.ai/benchmark?slug=teachobs-scene-coding-transcript · How It Works · Data refreshed daily, snapshot 2026-09-25.