Materials for the LREC-COLING 2026 tutorial “Under-Resourced Studies of Under-Resourced Languages”: practical, reproducible LLM-as-annotator pipelines for low-resource languages, non-Latin scripts, and historical/OCR corpora, with notebooks, datasets, and ethical guidelines.
# lrec2026: llm as annotator tutorial
Materials for the LREC-COLING 2026 tutorial “Under-Resourced Studies of Under-Resourced Languages”: practical, reproducible LLM-as-annotator pipelines for low-resource languages, non-Latin scripts, and historical/OCR corpora, with notebooks, datasets, and ethical guidelines.
## Hands-on notebooks
The practical sessions use five Colab-ready notebooks. They are designed to run in order and include a fallback mode without API keys.
| # | Notebook | Open in Colab |
|---|---|---|
| 00 | Setup and data | Open in Colab |
| 01 | Zero-shot and few-shot prompting | Open in Colab |
| 02 | Structured outputs and validation | Open in Colab |
| 03 | Evaluation and error analysis | Open in Colab |
| 04 | Sampling and bootstrapping | Open in Colab |
| Full | Full lesson | Open in Colab