Teaching-Feedback Classification - Spanish Thematic (Zero-Shot): leaderboard
Metric: Weighted F1 (%; four-way thematic classification of open-ended teaching-evaluation comments into methodology, evaluation, interaction and attendance or engagement, over the 233-comment held-out split of 1,165 annotated Spanish comments from the SIIAU teaching-evaluation system (single stratified split, seed 20260616); zero-shot prompting with the annotation guide's label definitions). Source: arxiv.org. Saturation forecast: Around December 2026. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.8 | 87.4 |
| 2 | Claude Haiku 4.5 | 85.4 |
| 3 | Qwen 2.5 1.5B Instruct | 30.7 |
Interactive version: theaggregate.ai/benchmark?slug=teaching-feedback-classification-spanish-thematic-zero-shot · How It Works · Data refreshed daily, snapshot 2026-09-29.