Published April 4, 2025
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Research Data of the Scientific Paper "Reasoning-Grounded Natural Language Explanations for Language Models"
Description
This repository contains the datasets and source code created for the scientific paper Reasoning-Grounded Natural Language Explanations for Language Models.
Included files:
- decision_trees_v10.zip
- Synthetic dataset
- Generated using the included software generator
- logistic_regressors_v2.zip
- Synthetic dataset
- Generated using the included software generator
- mortgages_decision_tree_v4.zip
- Partially synthetic, partially anonymized dataset
- Partially generated using the included software generator
- Partially uses data from the (anonymized) public domain HMDA National Loan Level Dataset 2022 - Loan Application Records (LAR) dataset by Consumer Financial Protection Bureau (https://ffiec.cfpb.gov/data-publication/snapshot-national-loan-level-dataset/2022)
- source_code.zip
- Contains:
- The code used in the experiments described in the research paper
- The software generators used for creating the included datasets
- Instructions on how to install and run the source code are written in the README in the source code ZIP
- Contains:
Files
decision_trees_v10.zip
Additional details
Related works
- Is published in
- Preprint: arXiv:2503.11248 (arXiv)
Funding
Dates
- Available
-
2025-04-04
Software
- Repository URL
- https://github.com/vcahlik/reasoning-grounded-explanations
- Programming language
- Python
- Development Status
- Active