ALL Dolphins 🐬 are Intelligent 🧠

This repository contains data and code for the paper:

Marianna Apidianaki and Aina Garí Soler (2021). ALL Dolphins Are Intelligent and SOME Are Friendly: Probing BERT for Nouns’ Semantic Properties and their Prototypicality. In Proceedings of the Fourth BlackBoxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, Punta Cana, Dominican Republic, November, 11.

The directories contain the scripts and data necessary to run:

• masking/: the LM masking experiments (Section 4 of the paper).
• classification/: the classification and fine-tuning experiments (Sections 5 and 6).

Please visit a directory to find a more detailed readme.

Citation

If you use the code in this repository, please cite our paper:

@inproceedings{apidianaki-gari-soler-2021-dolphins,
    title = "{ALL} Dolphins Are Intelligent and {SOME} Are Friendly: Probing {BERT} for Nouns{'} Semantic Properties and their Prototypicality",
    author = "Apidianaki, Marianna  and
      Gar{\'\i} Soler, Aina",
    booktitle = "Proceedings of the Fourth BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2021.blackboxnlp-1.7",
    pages = "79--94",   
}