Hugging Face's logo

qanastek
/
pos-french

Token Classification
Flair
PyTorch
French
sequence-tagger-model
Model card Files Community
1
pos-french / README.md
qanastek's picture
qanastek
Update README.md
727c087
preview code
|
raw history blame
No virus
5.77 kB
metadata
tags:
  - flair
  - token-classification
  - sequence-tagger-model
language: fr
widget:
  - text: George Washington est allé à Washington

People Involved

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

Affiliations

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

French Part-Of-Speech (POS) Tagging

Demo: How to use in Flair

Requires Flair: pip install flair

from flair.data import Sentence
from flair.models import SequenceTagger

# Load the model
model = SequenceTagger.load("qanastek/pos-french")

sentence = Sentence("George Washington est allé à Washington")

# predict tags
model.predict(sentence)

# print predicted pos tags
print(sentence.to_tagged_string())

Output:

George <PROPN>
Washington <XFAMIL>
est <AUX>
allé <VPPMS>
à <PREP>
Washington <PROPN>

Corpora

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

Originally, the corpora consists of 400,399 words (16,341 sentences) and had 17 different classes. Now, after applying our tags augmentation we obtains 60 different classes which add semantic information such as the gender, number, mood, person, tense or verb form.

Original Tags 

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

New Tags

Tag Full Name Examples
PREP Preposition de
AUX Auxiliary Verb est
ADV Adverb toujours
COSUB Subordinating conjunction que
COCO Coordinating Conjunction et
PART Demonstrative particle -t
PRON Pronoun qui ce quoi
PDEMMS Singular Masculine Demonstrative Pronoun ce
PDEMMP Plurial Masculine Demonstrative Pronoun ceux
PDEMFS Singular Feminine Demonstrative Pronoun cette
PDEMFP Plurial Feminine Demonstrative Pronoun celles
PINDMS Singular Masculine Indefinite Pronoun tout
PINDMP Plurial Masculine Indefinite Pronoun autres
PINDFS Singular Feminine Indefinite Pronoun chacune
PINDFP Plurial Feminine Indefinite Pronoun certaines
PROPN Proper noun houston
XFAMIL Last name levy
NUM Numerical Adjectives trentaine vingtaine
DINTMS Masculine Numerical Adjectives un
DINTFS Feminine Numerical Adjectives une
PPOBJMS Singular Masculine Pronoun complements of objects le lui
PPOBJMP Plurial Masculine Pronoun complements of objects eux y
PPOBJFS Singular Feminine Pronoun complements of objects moi la
PPOBJFP Plurial Feminine Pronoun complements of objects en y
PPER1S Personal Pronoun first Person Singular je
PPER2S Personal Pronoun second Person du Singular tu
PPER3MS Personal Pronoun third Person Masculine Singular il
PPER3MP Personal Pronoun third Person Masculine Plurial ils
PPER3FS Personal Pronoun third Person Feminine Singular elle
PPER3FP Personal Pronoun third Person Feminine Plurial elles
PREFS Reflexive Pronouns First Person of Singular me m'
PREF Reflexive Pronouns Third Person of Singular se s'
PREFP Reflexive Pronouns First / Second Person of Plurial nous vous
VERB Verb obtient
VPPMS Singular Masculine Participle Past Verb formulé
VPPMP Plurial Masculine Participle Past Verb classés
VPPFS Singular Feminine Participle Past Verb appelée
VPPFP Plurial Feminine Participle Past Verb sanctionnées
DET Determinant les l'
DETMS Singular Masculine Determinant les
DETFS Singular Feminine Determinant la
ADJ Adjective capable sérieux
ADJMS Singular Masculine Adjective grand important
ADJMP Plurial Masculine Adjective grands petits
ADJFS Singular Feminine Adjective française petite
ADJFP Plurial Feminine Adjective légères petites
NOUN Noun temps
NMS Singular Masculine Noun drapeau
NMP Plurial Masculine Noun journalistes
NFS Singular Feminine Noun tête
NFP Plurial Feminine Noun ondes
PREL Relative Pronoun qui dont
PRELMS Singular Masculine Relative Pronoun lequel
PRELMP Plurial Masculine Relative Pronoun lesquels
PRELFS Singular Feminine Relative Pronoun laquelle
PRELFP Plurial Feminine Relative Pronoun lesquelles
INTJ Interjection merci bref
CHIF Numbers 1979 10
SYM Symbol € %
YPFOR Endpoint .
PUNCT Ponctuation : ,
MOTINC Unknown words Technology Lady
X Typos & others sfeir 3D statu

Cite

Please cite the following paper when using this model.

UD_French-GSD corpora:

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

Flair Embeddings:

@inproceedings{akbik2018coling,
  title={Contextual String Embeddings for Sequence Labeling},
  author={Akbik, Alan and Blythe, Duncan and Vollgraf, Roland},
  booktitle = {{COLING} 2018, 27th International Conference on Computational Linguistics},
  pages     = {1638--1649},
  year      = {2018}
}