CATIE-AQ/frenchKEYWORDS

Dataset information

Dataset concatenating Key Words extraction datasets, available in French and open-source.
There are a total of 16,471 rows, of which 12,002 are for training, 1,488 for validation and 2,981 for testing.

Usage

from datasets import load_dataset
dataset = load_dataset("CATIE-AQ/frenchKEYWORDS")

DatasetDict({
    train: Dataset({
        features: ['inputs', 'targets', 'dataset'],
        num_rows: 12002
    })
    validation: Dataset({
        features: ['inputs', 'targets', 'dataset'],
        num_rows: 1488
    })
    test: Dataset({
        features: ['inputs', 'targets', 'dataset'],
        num_rows: 2981
    })
})

Dataset

Details of rows

Dataset Original	Splits	Note
taln-ls2n/wikinews-fr-100	100 train	We keep only the keywords present (P) and reordered (R) from the original dataset.
taln-ls2n/termith-eval	399 train	We keep only the keywords present (P) and reordered (R) from the original dataset.
taln-ls2n/taln-archives	1,207 train	We keep only the keywords present (P) and reordered (R) from the original dataset.
papyrus	10,299 train / 1,488 validation / 2,981 test	We only keep the French split of papyrus

Removing duplicate data and leaks

The concatenation of the four datasets previously listed does not create duplicates or leaks.

Columns

dataset_train = dataset['train'].to_pandas()
dataset_train.head()

     text 	                                            key_words 	                                        dataset
0 	Lancement du projet Wikidata Un nouveau projet... 	projet, wikidata, projet de base de donnée, so... 	wikinews
1 	Nigeria : crash d'un avion avec 153 personnes ... 	nigeria, crash, avion, lagos, mcdonnel douglas... 	wikinews
2 	Jean-Marie Le Pen traite sa fille de « petite-... 	jean-marie le pen, fille, petite-bourgeoise, b... 	wikinews
3 	France : lancement des Journées de l'archéolog... 	france, lancement, journées de l'archéologie, ... 	wikinews
4 	Mali : les islamistes poursuivent leurs destru... 	mali, islamistes, destructions, tombouctou, ma... 	wikinews

• the text column contains the text
• the key_words column contains the keywords
• the dataset column identifies the row's original dataset (if you wish to apply filters to it)

Split

• train corresponds to the concatenation of wikinews + termith + taln + papyrus
• validation corresponds to papyrus
• test corresponds to papyrus

Citations

taln-ls2n/wikinews-fr-100

@inproceedings{bougouin-etal-2013-topicrank,  
    title = "{T}opic{R}ank: Graph-Based Topic Ranking for Keyphrase Extraction",  
    author = "Bougouin, Adrien and Boudin, Florian and Daille, B{\'e}atrice",  
    editor = "Mitkov, Ruslan and Park, Jong C.",  
    booktitle = "Proceedings of the Sixth International Joint Conference on Natural Language Processing",  
    month = oct,  
    year = "2013",  
    address = "Nagoya, Japan",  
    publisher = "Asian Federation of Natural Language Processing",  
    url = "https://aclanthology.org/I13-1062",  
    pages = "543--551"}

taln-ls2n/termith-eval

@inproceedings{bougouin-etal-2016-termith,  
    title = "{T}erm{ITH}-Eval: a {F}rench Standard-Based Resource for Keyphrase Extraction Evaluation",  
    author = "Bougouin, Adrien and Barreaux, Sabine and Romary, Laurent and Boudin, Florian  and Daille, B{\'e}atrice",  
    editor = "Calzolari, Nicoletta  and Choukri, Khalid  and Declerck, Thierry and Goggi, Sara and Grobelnik, Marko and Maegaard, Bente and Mariani, Joseph and Mazo, Helene and Moreno, Asuncion and Odijk, Jan and Piperidis, Stelios",  
    booktitle = "Proceedings of the Tenth International Conference on Language Resources and Evaluation ({LREC}'16)",  
    month = may,  
    year = "2016",  
    address = "Portoro{\v{z}}, Slovenia",  
    publisher = "European Language Resources Association (ELRA)",  
    url = "https://aclanthology.org/L16-1304",  
    pages = "1924--1927"}

taln-ls2n/taln-archives

@inproceedings{boudin-2013-taln,  
    title = "{TALN} Archives : a digital archive of {F}rench research articles in Natural Language Processing ({TALN} Archives : une archive num{\'e}rique francophone des articles de recherche en Traitement Automatique de la Langue) [in {F}rench]",  
    author = "Boudin, Florian",  
    editor = "Morin, Emmanuel and Est{\`e}ve, Yannick",  
    booktitle = "Proceedings of TALN 2013 (Volume 2: Short Papers)",  
    month = jun,  
    year = "2013",  
    address = "Les Sables d{'}Olonne, France",  
    publisher = "ATALA",  
    url = "https://aclanthology.org/F13-2001",  
    pages = "507--514"}

papyrus

@inproceedings{NEURIPS2022_f8870955,  
 author = {Piedboeuf, Fr\'{e}d\'{e}ric and Langlais, Philippe},  
 booktitle = {Advances in Neural Information Processing Systems},  
 editor = {S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh},  
 pages = {38046--38059},  
 publisher = {Curran Associates, Inc.},  
 title = {A new dataset for multilingual keyphrase generation},  
 url = {https://proceedings.neurips.cc/paper_files/paper/2022/file/f88709551258331f9ab31b33c71021a4-Paper-Datasets_and_Benchmarks.pdf},  
 volume = {35},  
 year = {2022}}

FrenchKEYWORDS

@misc{FrenchKEYWORDS_2025,
    author       = { {BOURDOIS, Loïck} },  
    organization  = { {Centre Aquitain des Technologies de l'Information et Electroniques} },  
    title        = { frenchKEYWORDS (Revision fda5770) },
    year         = 2025,
    url          = { https://huggingface.co/datasets/CATIE-AQ/frenchKEYWORDS },
    doi          = { 10.57967/hf/7133 },
    publisher    = { Hugging Face }
}

License

cc-by-4.0