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Other ORP type . 2025
License: CC 0
Data sources: Datacite
ZENODO
Other ORP type . 2025
License: CC 0
Data sources: Datacite
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Research Data of the Scientific Paper "Reasoning-Grounded Natural Language Explanations for Language Models"

appsOther research productkeyboard_double_arrow_right Other ORP type 04 Apr 2025Embargo end date: 04 Apr 2025 English Publisher:Zenodo
Authors: Cahlik, Vojtech; Alves, Rodrigo; Kordík, Pavel;

doi: 10.5281/zenodo.15149692 , 10.5281/zenodo.15149693

Research Data of the Scientific Paper "Reasoning-Grounded Natural Language Explanations for Language Models"

Abstract

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

Related Organizations
Keywords

Machine Learning, Large Language Models, Explainable AI, Reasoning, Natural Language Explanations

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    popularity
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    influence
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average