zpwiki/pages/interns/oliver_pejic/README.md

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---
title: Oliver Pejic
published: true
taxonomy:
category: [iaeste]
tag: [hatespeech,nlp]
author: Daniel Hladek
---
Oliver Pejic
IAESTE Intern Summer 2024, 12 weeks in August, September and October.
Goal:
- Help with the [Hate Speech Project](/topics/hatespeech)
- Help with evaluation of sentence transformer models using toolkit [MTEB](https://github.com/embeddings-benchmark/mteb)
Final Tasks:
- Prepare an MTEB evaluation task for [Slovak HATE speech](https://huggingface.co/datasets/TUKE-KEMT/hate_speech_slovak).
- Prepare an MTEB evaluation task for [Slovak question answering](https://huggingface.co/datasets/TUKE-KEMT/retrieval-skquad).
- [Machine translate](https://huggingface.co/google/madlad400-3b-mt) an SBERT evaluation set for multiple slavic languages.
- Write a short scientific paper with results.
Meeting 3.9:
State: Studied MTEB framework and transformers.
Tasks:
- Prepare and try MTEB evaluation tasks for the database. For evaluation you can try me5-base model.
- Make a fork of MTEB and do necessary modification, including the documentation references for the task.
- Prepare 2 GITHUB pull requests for the databases, preliminary BEIR script given.
Future tasks:
- Prepare a machine translation system to create another slovak/multilingual evaluation task from English task.
Preparation (7.8.2024):
- Get familiar with [SentenceTransformer](https://sbert.net/) framework, study fundamental papers and write down notes.
- Get familiar with [MTEB](https://github.com/embeddings-benchmark/mteb) evaluation framework.
- Prepare a working environment on Google Colab or on school server or Anaconda.
- Get familiar with [existing finetuning scripts](https://git.kemt.fei.tuke.sk/dano/slovakretrieval).