GloVeInit

Implementation of the GloVeInit model for SemEval-2020 Task 1: Unsupervised Lexical Semantic Change Detection. To be presented at the 2020 International Workshop on Semantic Evaluation. Paper can be found on ACL Anthology.

Run the following command to set the required permissions.

chmod 755 *.sh

To run the program, execute the following command in Bash.

./gloveinit.sh <window-size> <embeddding-dimensionality> <epochs> <min-count>

For example, use the following command to use the best-performing model as per the experiments -

./gloveinit.sh 10 50 60 5

If you use this code in your work, kindly cite the following paper.

@inproceedings{jain-2020-gloveinit,
    title = "{G}lo{V}e{I}nit at {S}em{E}val-2020 Task 1: Using {G}lo{V}e Vector Initialization for Unsupervised Lexical Semantic Change Detection",
    author = "Jain, Vaibhav",
    booktitle = "Proceedings of the Fourteenth Workshop on Semantic Evaluation",
    month = dec,
    year = "2020",
    address = "Barcelona (online)",
    publisher = "International Committee for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/2020.semeval-1.25",
    pages = "208--213"
}