Teaching-Feedback Classification - Spanish Thematic (Few-Shot): leaderboard
This benchmark re-runs a validated protocol for classifying open-ended teaching-evaluation comments, holding the annotation guide, splits and held-out evaluation fixed while varying the model. This board sorts Spanish university comments into four themes - methodology, evaluation, interaction, and attendance or engagement - with examples in the prompt. The score is weighted F1, and the prompt carries the label definitions from the annotation guide.
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); few-shot prompting with the annotation guide's label definitions). Source: arxiv.org. Saturation forecast: Around February 2027. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.8 | 88.6 | #56 |
| 2 | Claude Haiku 4.5 | 84.1 | #568 |
| 3 | Qwen 2.5 1.5B Instruct | 62.6 | #7470 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=teaching-feedback-classification-spanish-thematic-few-shot · How It Works · Data refreshed daily, snapshot 2026-11-13.