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People Involved

  • LABRAK Yanis (1)
  • DUFOUR Richard (2)

Affiliations

  1. LIA, Avignon University, Avignon, France.
  2. LS2N, Nantes University, Nantes, France.

PWC

ANTILLES : An Open French Linguistically Enriched Part-of-Speech Corpus

ANTILLES is a part-of-speech tagging corpus based on UD_French-GSD which was originally created in 2015 and is based on the universal dependency treebank v2.0.

Originally, the corpus consists of 400,399 words (16,341 sentences) and had 17 different classes. Now, after applying our tags augmentation script transform.py, we obtain 60 different classes which add semantic information such as: the gender, number, mood, person, tense or verb form given in the different CoNLL-03 fields from the original corpus.

We based our tags on the level of details given by the LIA_TAGG statistical POS tagger written by Frédéric Béchet in 2001.

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Load the model

How to use in Flair (model)

from flair.models import SequenceTagger
tagger = SequenceTagger.load("qanastek/pos-french")

Demos on HuggingFace Spaces

Models on HuggingFace

Accuracy 95.20%

Accuracy 97.78%

Accuracy 97.97%

Statistics

Train Dev Test
# Docs 14 449 1 476 416
Avg # Tokens / Doc 24.54 24.19 24.08

Original Tags from UD_FRENCH-GSD

PRON VERB SCONJ ADP CCONJ DET NOUN ADJ AUX ADV PUNCT PROPN NUM SYM PART X INTJ

New Tags based on LIA_TAGG

Abbreviation Description Examples # tokens
PREP Preposition de 63 738
AUX Auxiliary Verb est 12 886
ADV Adverb toujours 14 969
COSUB Subordinating conjunction que 3 007
COCO Coordinating Conjunction et 10 102
PART Demonstrative particle -t 93
PRON Pronoun qui ce quoi 667
PDEMMS Singular Masculine Demonstrative Pronoun ce 1 950
PDEMMP Plurial Masculine Demonstrative Pronoun ceux 108
PDEMFS Singular Feminine Demonstrative Pronoun cette 1 004
PDEMFP Plurial Feminine Demonstrative Pronoun celles 53
PINDMS Singular Masculine Indefinite Pronoun tout 961
PINDMP Plurial Masculine Indefinite Pronoun autres 89
PINDFS Singular Feminine Indefinite Pronoun chacune 136
PINDFP Plurial Feminine Indefinite Pronoun certaines 31
PROPN Proper noun houston 22 135
XFAMIL Last name levy 6 449
NUM Numerical Adjectives trentaine vingtaine 67
DINTMS Masculine Numerical Adjectives un 4 254
DINTFS Feminine Numerical Adjectives une 3 543
PPOBJMS Singular Masculine Pronoun complements of objects le lui 1 425
PPOBJMP Plurial Masculine Pronoun complements of objects eux y 212
PPOBJFS Singular Feminine Pronoun complements of objects moi la 358
PPOBJFP Plurial Feminine Pronoun complements of objects en y 70
PPER1S Personal Pronoun First Person Singular je 571
PPER2S Personal Pronoun Second Person Singular tu 19
PPER3MS Personal Pronoun Third Person Masculine Singular il 3 938
PPER3MP Personal Pronoun Third Person Masculine Plurial ils 513
PPER3FS Personal Pronoun Third Person Feminine Singular elle 992
PPER3FP Personal Pronoun Third Person Feminine Plurial elles 121
PREFS Reflexive Pronouns First Person of Singular me m' 120
PREF Reflexive Pronouns Third Person of Singular se s' 2 337
PREFP Reflexive Pronouns First / Second Person of Plurial nous vous 686
VERB Verb obtient 21 131
VPPMS Singular Masculine Participle Past Verb formulé 6 275
VPPMP Plurial Masculine Participle Past Verb classés 1 352
VPPFS Singular Feminine Participle Past Verb appelée 2 434
VPPFP Plurial Feminine Participle Past Verb sanctionnées 813
VPPRE Present participle étant 2
DET Determinant les l' 25 206
DETMS Singular Masculine Determinant les 15 444
DETFS Singular Feminine Determinant la 10 978
ADJ Adjective capable sérieux 1 075
ADJMS Singular Masculine Adjective grand important 8 338
ADJMP Plurial Masculine Adjective grands petits 3 274
ADJFS Singular Feminine Adjective française petite 8 004
ADJFP Plurial Feminine Adjective légères petites 3 041
NOUN Noun temps 1 389
NMS Singular Masculine Noun drapeau 29 698
NMP Plurial Masculine Noun journalistes 10 882
NFS Singular Feminine Noun tête 25 414
NFP Plurial Feminine Noun ondes 7 448
PREL Relative Pronoun qui dont 2 976
PRELMS Singular Masculine Relative Pronoun lequel 94
PRELMP Plurial Masculine Relative Pronoun lesquels 29
PRELFS Singular Feminine Relative Pronoun laquelle 70
PRELFP Plurial Feminine Relative Pronoun lesquelles 25
PINTFS Singular Feminine Interrogative Pronoun laquelle 3
INTJ Interjection merci bref 75
CHIF Numbers 1979 10 10 417
SYM Symbol € % 705
YPFOR Endpoint . 15 088
PUNCT Ponctuation : , 28 918
MOTINC Unknown words Technology Lady 2 022
X Typos & others sfeir 3D statu 175

BibTeX Citations

Please cite the following paper when using this model.

ANTILLES extended corpus:

@inproceedings{labrak:hal-03696042,
  TITLE = {{ANTILLES: An Open French Linguistically Enriched Part-of-Speech Corpus}},
  AUTHOR = {Labrak, Yanis and Dufour, Richard},
  URL = {https://hal.archives-ouvertes.fr/hal-03696042},
  BOOKTITLE = {{25th International Conference on Text, Speech and Dialogue (TSD)}},
  ADDRESS = {Brno, Czech Republic},
  PUBLISHER = {{Springer}},
  YEAR = {2022},
  MONTH = Sep,
  KEYWORDS = {Part-of-speech corpus ; POS tagging ; Open tools ; Word embeddings ; Bi-LSTM ; CRF ; Transformers},
  PDF = {https://hal.archives-ouvertes.fr/hal-03696042/file/ANTILLES_A_freNch_linguisTIcaLLy_Enriched_part_of_Speech_corpus.pdf},
  HAL_ID = {hal-03696042},
  HAL_VERSION = {v1},
}

UD_French-GSD corpus:

@misc{
    universaldependencies,
    title={UniversalDependencies/UD_French-GSD},
    url={https://github.com/UniversalDependencies/UD_French-GSD}, journal={GitHub},
    author={UniversalDependencies}
}

LIA TAGG:

@techreport{LIA_TAGG,
  author = {Frédéric Béchet},
  title = {LIA_TAGG: a statistical POS tagger + syntactic bracketer},
  institution = {Aix-Marseille University & CNRS},
  year = {2001}
}