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Evaluation of RoLLMs

Official code used for evaluating Romanian LLMs as proposed in Masala et al. 2024. This repo is a fork of the popular FastChat repo used for LLM-as-a-Judge evaluation. On top of the existing framework we add a suite of Romanian benchmarks:

  • RoMTBench - the manually translated version of MTBench in Romanian
  • RoCulturaBench - a novel professionaly designed and built dataset for evaluating Romanian cultural knowledge of LLMs

The questions and (human) answers for RoMTBench and RoCulturaBench can be found here and here respectively.

Models answers and judgments will be uploaded soon.

Evaluation

For evaluating LLMs using (Ro)MTBench and RoCulturaX please see fastchat/llm_judge.

Citation

@inproceedings{masala-etal-2024-vorbesti,
    title = "``Vorbe\c{s}ti Rom{\^a}ne\c{s}te?'' A Recipe to Train Powerful {R}omanian {LLM}s with {E}nglish Instructions",
    author = "Masala, Mihai and Ilie-Ablachim, Denis and Dima, Alexandru and Corlatescu, Dragos Georgian and Zavelca, Miruna-Andreea and Olaru, Ovio and Terian, Simina-Maria and Terian, Andrei and Leordeanu, Marius and Velicu, Horia and Popescu, Marius and Dascalu, Mihai and Rebedea, Traian",
    editor = "Al-Onaizan, Yaser and Bansal, Mohit and Chen, Yun-Nung",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2024",
    month = nov,
    year = "2024",
    address = "Miami, Florida, USA",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.findings-emnlp.681/",
    doi = "10.18653/v1/2024.findings-emnlp.681",
    pages = "11632--11647"
}

Acknowledgement

This repo benefits from FastChat. We thank them for their wonderful work.

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An open plaftorm based on FastChat for evaluating Romanian LLMs using LLM-as-a-Judge paradigm. Contains RoMTBench and RoCulturaBench.

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