Welcome

This is the repository of the long paper The Role of Syntactic Span Preferences in Post-Hoc Explanation Disagreement by Jonathan Kamp, Lisa Beinborn and Antske Fokkens. LREC-Coling 2024, Turin.

Description of the code files in esnli/ directory

Fine-tuning the models:

• esnli_distilbert.py

Results inspection:

• esnli_distilbert_evalonly.py

Model selection:

• create_explanation_pickles_distilbert.py (stored in esnli/explanations/)
• classifier_model_selection.py

Analysis script:

• analysis.py

Data

• Original dataset description in esnli/data_original/
• Parsed dataset in esnli/parses/

Dependencies

• Python 3.9.13
• torch 1.14.0.dev20221104
• transformers 4.24.0
• ferret 0.4.1
• flair 0.12.2

Cite us :)

Please cite our LREC-Coling version:

@inproceedings{kamp-etal-2024-role-syntactic,
    title = "The Role of Syntactic Span Preferences in Post-Hoc Explanation Disagreement",
    author = "Kamp, Jonathan  and
      Beinborn, Lisa  and
      Fokkens, Antske",
    editor = "Calzolari, Nicoletta  and
      Kan, Min-Yen  and
      Hoste, Veronique  and
      Lenci, Alessandro  and
      Sakti, Sakriani  and
      Xue, Nianwen",
    booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
    month = may,
    year = "2024",
    address = "Torino, Italy",
    publisher = "ELRA and ICCL",
    url = "https://aclanthology.org/2024.lrec-main.1397",
    pages = "16066--16078",
}