zpwiki/pages/interns/yussef_ressaissi

title	published	taxonomy
Youssef Ressaissi	true	category tag author iaeste summarization nlp Daniel Hladek

IAESTE Intern Summer 2025, 1.7. - 31.8.2025

Goal: Evaluate and improve language models for summarization in Slovak medical or legal domain.

Tasks:

1. Get familiar with basic tools

• and prepare working environment: HF transformers, datasets, lm-evaluation-harness, HF trl
• Read several recent papers about summarization using LLM and write a report.
• Get familiar how to perform and evaluate document summarization using language models in Slovak.

2. Make a comparison experiment

• Pick summarization datasets and models. Evaluate several models for evaluation using ROUGE and BLEU metrics.
• https://github.com/slovak-nlp/resources
• Describe the experiments. Summarize results in a table. Describe the results.

3. Improve performance of a languge model.

• Use more data. Prepare a domain-oriented dataset and finetune a model. Maybe generate artificial data to imporve summarization.
• Run new expriments and write down the results.

4. Report and disseminate

• Prepare a final report with analysis, experiments and conclusions.
• Publish the fine-tuned models in HF HUB. Publish the paper from the project.