WiC Pretrained Model for Cross-Lingual LEXical sEMantic changE (https://aclanthology.org/2023.acl-short.135.pdf)
Install the library:
git clone [email protected]:pierluigic/xl-lexeme.git
cd xl-lexeme
pip3 install .
Load the model (the model is available in the Hugging Face Model Hub https://huggingface.co/pierluigic/xl-lexeme):
from WordTransformer import WordTransformer,InputExample
model = WordTransformer('pierluigic/xl-lexeme')
examples = InputExample(texts="the quick fox jumps over the lazy dog", positions=[10,13])
fox_embedding = model.encode(examples) #The embedding of the target word "fox"Citation
@inproceedings{cassotti-etal-2023-xl,
title = "{XL}-{LEXEME}: {W}i{C} Pretrained Model for Cross-Lingual {LEX}ical s{EM}antic chang{E}",
author = "Cassotti, Pierluigi and
Siciliani, Lucia and
DeGemmis, Marco and
Semeraro, Giovanni and
Basile, Pierpaolo",
booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)",
month = jul,
year = "2023",
address = "Toronto, Canada",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2023.acl-short.135",
pages = "1577--1585"
}