cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13119213
title: Datasets for Crowd-based Requirements Engineering and aspect-based detection of learning-centered emotion from the text in Serbian language

description: Datasets for the paper "Enhancing Software and Learning with Serbian Student Feedback Corpora"

These datasets include student feedback on an Intelligent Tutoring System written in Serbian, annotated with categories for Crowd-based Requirements Engineering (CrowdRE) and aspect-based detection of learning-centered emotions. Four annotators manually annotated each sentence. 

The CrowdRE dataset includes two JSON files:



crowdre_english.json - annotated text with columns and classes written in English. Columns are:



Comment - the entire student feedback

Sentence - sentence extracted from the feedback that was annotated

Intention - class representing the intention of the sentence

Topic - class representing the topic of the sentence



crowdre_srpski.json - annotated text with columns and classes written in Serbian. Columns are:



Komentar - the entire student feedback

Recenica - sentence extracted from the entire feedback that was annotated

Namera - class representing the intention of the sentence

Tema - class representing the topic of the sentence.




The dataset for the aspect-based detection of learning-centered emotions includes two JSON files:



emotions_english.json - annotated text with columns and classes written in English. Columns are:



Comment - the entire student feedback

Sentence - sentence extracted from the feedback that was annotated

Aspect - class representing the aspect of the sentence

Emotion - class representing the learning-centered emotion of the sentence



emocije_srpski.json - annotated text with columns and classes written in Serbian. Columns are:



Komentar - the entire student feedback

Recenica - sentence extracted from the entire feedback that was annotated

Aspekt - class representing the aspect of the sentence

Emotion - class representing the learning-centered emotion of the sentence.




Annotators annotated the dataset based on the annotation procedure and guidelines available here. 

Citation

If you use this in your research, please cite:



Vidaković, D., Luburić, N., Kovačević, A., & Slivka, J. Enhancing software and learning with Serbian student feedback corpora. Language Resources & Evaluation (2025). https://doi.org/10.1007/s10579-025-09855-y


 
description: This research is supported by the Science Fund of the Republic of Serbia, Grant No 6521051, AI-Clean CaDET, and the Ministry of Science, Technological Development and Innovation through contract no. 451-03-65/2024-03/200156, and the Faculty of Technical Sciences, University of Novi Sad through project “Scientific and Artistic Research Work of Researchers in Teaching and Associate Position at the Faculty of Technical Sciences, University of Novi Sad” (No. 01-3394/1). Our funders were not involved in the study design, collection, analysis, interpretation of the data, writing, or the decision to submit the article for publication.
DOI: 10.5281/zenodo.13119214
title: Datasets for Crowd-based Requirements Engineering and aspect-based detection of learning-centered emotion from the text in Serbian language

description: Datasets for the paper "Enhancing Software and Learning with Serbian Student Feedback Corpora"

These datasets include student feedback on an Intelligent Tutoring System written in Serbian, annotated with categories for Crowd-based Requirements Engineering (CrowdRE) and aspect-based detection of learning-centered emotions. Four annotators manually annotated each sentence. 

The CrowdRE dataset includes two JSON files:



crowdre_english.json - annotated text with columns and classes written in English. Columns are:



Comment - the entire student feedback

Sentence - sentence extracted from the feedback that was annotated

Intention - class representing the intention of the sentence

Topic - class representing the topic of the sentence



crowdre_srpski.json - annotated text with columns and classes written in Serbian. Columns are:



Komentar - the entire student feedback

Recenica - sentence extracted from the entire feedback that was annotated

Namera - class representing the intention of the sentence

Tema - class representing the topic of the sentence.




The dataset for the aspect-based detection of learning-centered emotions includes two JSON files:



emotions_english.json - annotated text with columns and classes written in English. Columns are:



Comment - the entire student feedback

Sentence - sentence extracted from the feedback that was annotated

Aspect - class representing the aspect of the sentence

Emotion - class representing the learning-centered emotion of the sentence



emocije_srpski.json - annotated text with columns and classes written in Serbian. Columns are:



Komentar - the entire student feedback

Recenica - sentence extracted from the entire feedback that was annotated

Aspekt - class representing the aspect of the sentence

Emotion - class representing the learning-centered emotion of the sentence.




Annotators annotated the dataset based on the annotation procedure and guidelines available here. 

Citation

If you use this in your research, please cite:



Vidaković, D., Luburić, N., Kovačević, A., & Slivka, J. Enhancing software and learning with Serbian student feedback corpora. Language Resources & Evaluation (2025). https://doi.org/10.1007/s10579-025-09855-y


 
description: This research is supported by the Science Fund of the Republic of Serbia, Grant No 6521051, AI-Clean CaDET, and the Ministry of Science, Technological Development and Innovation through contract no. 451-03-65/2024-03/200156, and the Faculty of Technical Sciences, University of Novi Sad through project “Scientific and Artistic Research Work of Researchers in Teaching and Associate Position at the Faculty of Technical Sciences, University of Novi Sad” (No. 01-3394/1). Our funders were not involved in the study design, collection, analysis, interpretation of the data, writing, or the decision to submit the article for publication.
DOI: 10.15468/dl.7mh9zw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is 云南",
 "TaxonKey is Catalpa fargesii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023364-250711103210423/datasets/export for details.
DOI: 10.15468/dl.gvxxqj
title: Occurrence Download

description: A dataset containing 1668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ecclisopteryx dalecarlica",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1668 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023363-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fx48fm
title: Occurrence Download

description: A dataset containing 2307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Racomitrium aciculare",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2307 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023362-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5892t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursaphelenchus mucronatus",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023366-250711103210423/datasets/export for details.
DOI: 10.15468/dl.txzf8n
title: Occurrence Download

description: A dataset containing 1482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1482 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023367-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15972776
title: Data Of Evaluating Supply Chain Effectiveness in the Food Industry through the SCOR Model Approach
DOI: 10.5281/zenodo.15972777
title: Data Of Evaluating Supply Chain Effectiveness in the Food Industry through the SCOR Model Approach
DOI: 10.15468/dl.xcfhm9
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine microphylla"
 ]
}

 The dataset includes 461 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023368-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvpj9n
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elodea densa, Koenigia polystachya, Hydrocharis laevigata)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Unknown evidence, Machine Observation, Occurrence evidence)",
 "Year is greater than or equal to 1971",
 "Year is less than or equal to 1980",
 "HasCoordinate is true"
 ]
}

 The dataset includes 391 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023369-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14754356
title: Leading role of Dirac cones in transport properties of LaFeAsO
DOI: 10.5281/zenodo.14754357
title: Leading role of Dirac cones in transport properties of LaFeAsO
DOI: 10.6084/m9.figshare.29581505
title: Haze1k dataset for Image Dehazing model

description: This dataset is a <b>rehosted</b> version of the original <b>SateHaze1k dataset</b>, developed by Binghui Huang et al., for the task of single-image satellite dehazing. It is made available here solely for reproducibility and non-commercial research purposes. The original dataset is available here.<i>Citation</i>:<br>Huang, Binghui, Li Zhi, Chao Yang, Fuchun Sun, and Yixu Song. "Single satellite optical imagery dehazing using SAR image prior based on conditional generative adversarial networks." In <i>Proceedings of the IEEE/CVF winter conference on applications of computer vision</i>, pp. 1806-1813. 2020.
DOI: 10.6084/m9.figshare.29581505.v1
title: Haze1k dataset for Image Dehazing model

description: This dataset is a <b>rehosted</b> version of the original <b>SateHaze1k dataset</b>, developed by Binghui Huang et al., for the task of single-image satellite dehazing. It is made available here solely for reproducibility and non-commercial research purposes. The original dataset is available here.<i>Citation</i>:<br>Huang, Binghui, Li Zhi, Chao Yang, Fuchun Sun, and Yixu Song. "Single satellite optical imagery dehazing using SAR image prior based on conditional generative adversarial networks." In <i>Proceedings of the IEEE/CVF winter conference on applications of computer vision</i>, pp. 1806-1813. 2020.
DOI: 10.15468/dl.3fqrwk
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba majae"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023372-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxfk5a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scirpus tabernaemontani luxurians, Scirpus tabernaemontani paludosus, Scirpus tabernaemontani sub-duvalii, Scirpus tabernaemontani major, Scirpus tabernaemontani minor, Scirpus tabernaemontani paludosus, Scirpus tabernaemontani salinus, Scirpus tabernaemontani uliginosus, Scirpus uliginosus, Scirpus validus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023370-250711103210423/datasets/export for details.
DOI: 10.15468/dl.3re6pv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC1731"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023371-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es66kh
title: Occurrence Download

description: A dataset containing 9050 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Noccaea montana"
 ]
}

 The dataset includes 9050 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023373-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2py7wr
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex intricata, Carex nigra, Carex nigra nigra, Carex nigra recta, Carex nigra carpetana, Carex nigra carpetana, Carex nigra juncella, Carex rigida goodenovii, Carex stolonifera vulgaris, Carex subcespitosa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 94 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023374-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qnza6
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursaphelenchus mucronatus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023375-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck9sdy
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Eswatini",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023376-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76ga2m
title: Occurrence Download

description: A dataset containing 51554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Papilionanthe teres, Parinari curatellifolia, Parkia biglandulosa, Passiflora caerulea, Passiflora quadrangularis, Pelargonium zonale, Peltogyne recifensis, Peltophorum pterocarpum, Cenchrus americanus, Pentadesma butyracea)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51554 records from 731 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023357-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11970400
title: Bone marrow cell classification colorized
DOI: 10.15468/dl.htkrfx
title: Occurrence Download

description: A dataset containing 3357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustelus canis (Mitchill, 1815)",
 "Year 2000-2023"
 ]
}

 The dataset includes 3357 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005178-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.km7z62
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora eggersii Harms"
 ]
}

 The dataset includes 36 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062553-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wcu6f
title: Occurrence Download

description: A dataset containing 291999 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castanea sativa Mill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 291999 records from 1090 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005154-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubcjau
title: Occurrence Download

description: A dataset containing 33308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhopospina fruticeti (Kittlitz, 1833))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33308 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004030-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rznnb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora deltoifolia Holm-Niels. & Lawesson"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062536-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av9j2n
title: Occurrence Download

description: A dataset containing 754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mirafra microptera Hume, 1873)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 754 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011214-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45v446
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tangara rufigenis (P.L.Sclater, 1857))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 398 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004012-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzh2vq
title: Occurrence Download

description: A dataset containing 6495 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina riparia (Regel) R.M.King & H.Rob."
 ]
}

 The dataset includes 6495 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005179-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc2nkc
title: Occurrence Download

description: A dataset containing 7147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gamochaeta pensylvanica (Willd.) Cabrera"
 ]
}

 The dataset includes 7147 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083324-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eenpx6
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium filidentiforme Vved."
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011185-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tmxwp
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agalinis stenantha (Diels) D' Arcy"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004025-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe8769
title: Occurrence Download

description: A dataset containing 340662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salpinctes obsoletus (Say, 1822))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 340662 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005158-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.