their papers to HAL. Since domain annotations are
provided, the dataset can be used for many tasks,
such as topic modeling or text classification. To en-
sure the dataset quality is suitable for a benchmark,
further data cleaning has been performed:
• Duplicates are eliminated, retaining unique
publications for each field.
• Irrelevant titles (due to API indexing mistakes)
or titles in languages other than French have
been manually removed.
3https://www.syntec.fr/convention-collective/
4https://huggingface.co/datasets/lyon-nlp/
mteb-fr-retrieval-syntec-s2p
5https://huggingface.co/datasets/lyon-nlp/
clustering-hal-s2s
2