We release CheckList-based behavioral testsuite LoNLI dataset associated with Trusting RoBERTa over BERT: Insights from CheckListing the Natural Language Inference Task . Please note that the ArXiv version is outdated. Our updated version is under review and will soon update the version once the anonymity period is over.
We create a semi-synthetic large test-bench (363 templates, 363k examples) and an associated framework that offers following utilities:
- individually test and analyze reasoning capabilities along 17 reasoning dimensions (including pragmatic reasoning),
- design experiments to study cross-capability information content (leave one out or bring one in); and
- the synthetic nature enable us to control for artifacts and biases.
data/data_v2.zip- Unzip it to find 363 files. Each files is named with the corresponding capability (borrowed from TaxiNLI).- For example
boolean_1.tsvcontains the examples formboolean_1template (found indata/checklist_master.tsv). - Each file contains three columns "premise", "hypothesis" and "label"
- For example
data/checklist_master.tsv- The list of all 363 templates and corresponding generated file-names.templates.ipynb- The python notebook is a single-stop shop for creating data for all templates. It uses thelexicon.py- The notebook needs the following packages to run:
copy,num2words,checklist - To run the notebook, please install using
pip install -r requirements.txt - Please also checkout the CheckList repository.
- The notebook needs the following packages to run:
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