cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/6jf-aam-53h
title: Gentiana utriculosa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mp3-3ak-sgh
title: Viola sieheana W. Becker

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/msh-8g9-rhc
title: Globularia bisnagarica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cm4-gp5-q2c
title: Aloysia citrodora Paláu

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pft-cbm-df1
title: Ramonda nathaliae Pancic & Petrovic

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/37p-w32-cqz
title: Trifolium scabrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jjj-wxv-yry
title: Globularia meridionalis (Podp.) O. Schwarz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/09j-wwk-nqb
title: Trifolium glomeratum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0fq-nya-b07
title: Corydalis cava (L.) Schweigg. & Körte

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jnt-j9b-mcy
title: Corydalis blanda subsp. parnassica (Orph. & Heldr.) Lidén

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/re9-5pd-c1w
title: Valerianella microcarpa Loisel.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5281/zenodo.15851593
title: Dataset: From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential

description: From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential

Description:This replication package contains all datasets and scripts used in the study From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential. The study investigates the relationships between app features and users' explanation needs, combining correlation analysis and predictive modeling techniques such as logistic regression. The dataset comprises 4,495 user reviews from Google Play Store and Apple App Store, each annotated for explanation needs and enriched with detailed app metadata (e.g., genre, ratings, age restriction, in-app purchases, and more). The original annotaded gold-standard dataset is here: https://doi.org/10.5281/zenodo.11522828

The package includes:



Datasets: Annotated app reviews with metadata from the Google Play Store and Apple App Store, as well as validation datasets used to test the predictive models.

Correlation Analysis Scripts: Scripts for performing various statistical analyses, including Cramér's V, Pearson, Spearman, and eta-squared correlation tests.

Logistic Regression Scripts: Scripts for building and validating logistic regression models to predict explanation needs based on app features.


A detailed README file is provided, explaining the folder structure, dataset contents, and the purpose of each script to ensure reproducibility.

This work was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Grant No.: 470146331, project softXplain (2022–2025).

Citation

If you use this resource, please cite the following publication:

Obaidi, M., Qengaj, K., Droste, J., Deters, H., Herrmann, M., Klünder, J., Schmid, E., Schneider, K. (2025). From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential. 2025 IEEE 33rd International Requirements Engineering Workshop (REW).

License

Unless otherwise stated, this dataset and all associated resources are provided under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Contact

For questions or further information, please contact Martin Obaidi (martin.obaidi@inf.uni-hannover.de) or the corresponding authors listed in the publication.
DOI: 10.5281/zenodo.15851594
title: Dataset: From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential

description: From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential

Description:This replication package contains all datasets and scripts used in the study From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential. The study investigates the relationships between app features and users' explanation needs, combining correlation analysis and predictive modeling techniques such as logistic regression. The dataset comprises 4,495 user reviews from Google Play Store and Apple App Store, each annotated for explanation needs and enriched with detailed app metadata (e.g., genre, ratings, age restriction, in-app purchases, and more). The original annotaded gold-standard dataset is here: https://doi.org/10.5281/zenodo.11522828

The package includes:



Datasets: Annotated app reviews with metadata from the Google Play Store and Apple App Store, as well as validation datasets used to test the predictive models.

Correlation Analysis Scripts: Scripts for performing various statistical analyses, including Cramér's V, Pearson, Spearman, and eta-squared correlation tests.

Logistic Regression Scripts: Scripts for building and validating logistic regression models to predict explanation needs based on app features.


A detailed README file is provided, explaining the folder structure, dataset contents, and the purpose of each script to ensure reproducibility.

This work was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Grant No.: 470146331, project softXplain (2022–2025).

Citation

If you use this resource, please cite the following publication:

Obaidi, M., Qengaj, K., Droste, J., Deters, H., Herrmann, M., Klünder, J., Schmid, E., Schneider, K. (2025). From App Features to Explanation Needs: Analyzing Correlations and Predictive Potential. 2025 IEEE 33rd International Requirements Engineering Workshop (REW).

License

Unless otherwise stated, this dataset and all associated resources are provided under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Contact

For questions or further information, please contact Martin Obaidi (martin.obaidi@inf.uni-hannover.de) or the corresponding authors listed in the publication.
DOI: 10.3535/ggt-elg-klt
title: Globularia bisnagarica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gze-sqq-1a2
title: Valerianella dentata (L.) Pollich

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gl6-fhk-xf4
title: Valerianella vesicaria (L.) Moench

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tnv-v1l-wj6
title: Phacelia tanacetifolia Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ast-zqy-kmf
title: Corydalis densiflora C. Presl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wms-e5n-9az
title: Bifora testiculata (L.) Roth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1eh-421-yv1
title: Valerianella eriocarpa Desv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3k8-s7e-43z
title: Valerianella discoidea (L.) Loisel.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/93n-4cp-fed
title: Valerianella coronata (L.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jn9-p9c-8yh
title: Valerianella turgida (Steven) Betcke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kxd-2zs-d9m
title: Valerianella carinata Loisel.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vtx-dq4-3ml
title: Trifolium uniflorum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/50y-ygz-l2q
title: Trifolium hirtum All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/svv-8z8-1jk
title: Sticherus oceanicus (Kuhn) Ching

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kk8-asd-07x
title: Chingia muricata (Brause) Holttum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zmn-qms-65s
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hme-tqy-jce
title: Gymnogynum sulcatum (Desv. ex Poir.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mdd-g1r-vcc
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sxz-v4d-h8e
title: Ophioglossum petiolatum Hook.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jrs-yaz-lr8
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/stf-9mv-llh
title: Hypericum perfoliatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h0j-y4m-1x3
title: Isoetes tuckermanii A. Braun ex Engelm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nsc-5wc-xv0
title: Crepis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1zh-l2g-y86
title: Hypericum perfoliatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xsy-26m-lkw
title: Hypericum perfoliatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4xv-kzb-kc0
title: Hypericum perfoliatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yp7-x87-kkc
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7p8-30r-vpt
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4dt-9b0-afg
title: Hypericum perfoliatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/atk-hm8-29e
title: Gymnosphaera mildbraedii (Brause) S. Y. Dong

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g35-cp5-4zx
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zwm-413-exg
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3nz-pa9-l1a
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9kf-tsx-dj1
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5281/zenodo.15839752
title: Dataset: Automatic Generation of Explainability Requirements and Software Explanations From User Reviews

description: Dataset: Automatic Generation of Explainability Requirements and Software Explanations From User Reviews

Authors:Martin Obaidi, Jannik Fischbach, Jakob Droste, Hannah Deters, Marc Herrmann, Jil Klünder, Steffen Krätzig, Hugo Villamizar, and Kurt Schneider

This replication package accompanies the study on Automatic Generation of Explainability Requirements and Software Explanations from User Reviews. It includes all datasets and scripts necessary to reproduce the evaluations and analyses presented in the paper. The dataset consists of 58 user reviews with explainability needs, for which explainability requirements and explanations were manually and automatically generated.

The package is divided into three key components:



Evaluation of Explainability Requirements and Explanations





Data from two studies where participants evaluated manually and ChatGPT-generated explainability requirements and explanations.

Preference votes and reasoning categories (Clarity, Style, Tone, Correctness, Level of Detail, Relevance) assigned by study participants.



Formulation of Explainability Requirements and Explanations





Dataset from a workshop with four requirements engineers, who manually formulated explainability requirements and explanations based on user reviews.



Tool for Automated Explainability Generation





Source code of a UI-based tool that automatically generates summaries, explainability requirements, and explanations from user reviews via ChatGPT API calls.

The tool allows manual refinement of generated outputs and supports requirements engineers in analyzing user feedback.




A README file is provided, detailing the folder structure, study methodology, and instructions for reproducing the results. This package ensures transparency and enables further research on LLM-supported explainability requirement engineering.

This work was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Grant No.: 470146331, project softXplain (2022–2025).

Citation

If you use this dataset, please cite the following publication:

Obaidi, M., Fischbach, J., Droste, J., Deters, H., Herrmann, M., Klünder, J., Krätzig, S., Villamizar, H., Schneider, K.: Automatic Generation of Explainability Requirements and Software Explanations From User Reviews. 2025 IEEE 33rd International Requirements Engineering Conference Workshops (REW).

License

This dataset is provided under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Contact

For questions regarding the dataset, please contact the corresponding author as listed in the publication.
DOI: 10.5281/zenodo.15839753
title: Dataset: Automatic Generation of Explainability Requirements and Software Explanations From User Reviews

description: Dataset: Automatic Generation of Explainability Requirements and Software Explanations From User Reviews

Authors:Martin Obaidi, Jannik Fischbach, Jakob Droste, Hannah Deters, Marc Herrmann, Jil Klünder, Steffen Krätzig, Hugo Villamizar, and Kurt Schneider

This replication package accompanies the study on Automatic Generation of Explainability Requirements and Software Explanations from User Reviews. It includes all datasets and scripts necessary to reproduce the evaluations and analyses presented in the paper. The dataset consists of 58 user reviews with explainability needs, for which explainability requirements and explanations were manually and automatically generated.

The package is divided into three key components:



Evaluation of Explainability Requirements and Explanations





Data from two studies where participants evaluated manually and ChatGPT-generated explainability requirements and explanations.

Preference votes and reasoning categories (Clarity, Style, Tone, Correctness, Level of Detail, Relevance) assigned by study participants.



Formulation of Explainability Requirements and Explanations





Dataset from a workshop with four requirements engineers, who manually formulated explainability requirements and explanations based on user reviews.



Tool for Automated Explainability Generation





Source code of a UI-based tool that automatically generates summaries, explainability requirements, and explanations from user reviews via ChatGPT API calls.

The tool allows manual refinement of generated outputs and supports requirements engineers in analyzing user feedback.




A README file is provided, detailing the folder structure, study methodology, and instructions for reproducing the results. This package ensures transparency and enables further research on LLM-supported explainability requirement engineering.

This work was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Grant No.: 470146331, project softXplain (2022–2025).

Citation

If you use this dataset, please cite the following publication:

Obaidi, M., Fischbach, J., Droste, J., Deters, H., Herrmann, M., Klünder, J., Krätzig, S., Villamizar, H., Schneider, K.: Automatic Generation of Explainability Requirements and Software Explanations From User Reviews. 2025 IEEE 33rd International Requirements Engineering Conference Workshops (REW).

License

This dataset is provided under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Contact

For questions regarding the dataset, please contact the corresponding author as listed in the publication.
DOI: 10.3535/5ww-q8z-lx6
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ls3-mp1-ehw
title: Lygodium japonicum (Thunb.) Sw.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0jx-nf0-avk
title: Gymnosphaera mildbraedii (Brause) S. Y. Dong

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zg2-8v4-ryj
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/04y-8wt-r90
title: Prosaptia wobbensis Parris

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8f4-xw9-1m8
title: Calymmodon linearis Parris

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b2x-p5c-8bk
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.a8wdsn
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Duranta erecta L.",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 345 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112462-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/d66-nag-85a
title: Gymnogynum marginatum (Humb. & Bonpl. ex Willd.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y3f-zt8-8pm
title: Holosteum umbellatum subsp. tenerrimum (Boiss.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hzj-mx0-541
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x9s-7yy-420
title: Hypericum perfoliatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9n8-50f-qk6
title: Phlegmariurus macgregorii (Baker) A. R. Field & Bostock

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/epx-1pc-6le
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/et6-n7d-7da
title: Gymnogynum sulcatum (Desv. ex Poir.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sv5-3vv-08w
title: Megalospora tuberculosa (Fée) Sipman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kxp-40f-y3h
title: Gymnogynum sulcatum (Desv. ex Poir.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1ga-npm-wch
title: Hymenophyllum palmatifidum (Müll. Berol.) Ebihara & K. Iwats.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bba-f8l-2fd
title: Gymnogynum horizontale (C. Presl) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mqr-23s-r61
title: Goniolimon tataricum (L.) Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p2x-zaz-8wc
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b8d-tkn-x8c
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/blc-8hk-rf3
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/m9v-mxy-30c
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yxj-c18-y8h
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.q3k6sa
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries Linnaeus, 1758",
 "Country is Saint Kitts and Nevis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112464-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5lt-8bd-50g
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7xz-rs2-8dc
title: Goniolimon tataricum subsp. tataricum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vx0-9wn-m7r
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dtj-fkh-m3c
title: Hypericum montbretii Spach

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.