cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15991616
title: Replication package for the paper: "Attentionsmelling: Using Large Language Models to Identify Code Smells"

description: Replication Package Context

This is the replication package for the paper "AttentionSmelling — Using Large Language Models to Identify Code Smells". The paper was originally published in the SBES 2025 -39th Brazilian Symposium on Software Engineering.



 

Experiment





This replication package accompanies the paper "Attentionsmelling: Using Large Language Models to Identify Code Smells," which systematically evaluates GPT-4o’s ability to detect three key code smells (Long Method, God Class, and Feature Envy) in Java code. The artifact centers on a Jupyter notebook that guides users through all steps of data preprocessing, experiment execution, and error analysis, following the paper’s methodology. It uses a refined oracle derived from the Crowdsmelling dataset, applying majority voting to reduce subjectivity and focusing on the jasml-0.10 project for consistency. Four experimental configurations progressively enhance the LLM prompts, incorporating definitions, code metrics, and hyperparameter tuning, leading to a 64% improvement in AUC and 56% in F1-score. The notebook includes instructions, dataset references, and scripts for reproducing the full analysis pipeline. Designed for reproducibility and accessibility, it requires only basic Python and Jupyter knowledge and runs on standard hardware or Google Colab. The package enables detailed evaluation of LLM-based code smell detection, provides error and confidence analysis, and offers a practical resource for both research and education. All artifacts are publicly available, well-documented, and ready for reuse or extension. Limitations include the focus on a single Java project and reliance on the adopted code smell definitions, which may affect generalizability to other contexts.
DOI: 10.15468/dl.mq44gh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026596-250711103210423/datasets/export for details.
DOI: 10.15468/dl.xv5u57
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halotydeus destructor",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 111 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026597-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9gws8
title: Occurrence Download

description: A dataset containing 593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus alternifolius",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 593 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026598-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sy39rq
title: Occurrence Download

description: A dataset containing 474 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine tenuifolia"
 ]
}

 The dataset includes 474 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026599-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29485505
title: Censo Fetichista - Base de Dados Anonimizada

description: <b>[PT-BR]</b><br>Esta base de dados contém as respostas coletadas durante a aplicação do Censo Fetichista. A pesquisa foi realizada como parte dos esforços para estabelecer o Centro de Referência Cetim (CRCetim), servindo tanto para entendimento da composição da população fetichista e praticante de BDSM no Brasil, como também para nortear as atividades a serem desenvolvidas pelo Centro. Os dados são anonimizados, contendo respostas de 729 pessoas com 18+ anos de idade, de todo o Brasil, e foram coletados entre 12/02/2025 e 22/04/2025. <br>O Centro de Referência Cetim é uma iniciativa independente, sem vínculo com instituições de pesquisa ou universidades, que busca congregar pessoas fetichistas e praticantes de BDSM no Brasil, com os objetivos de: (1) servir como ponto de encontro de profissionais que entendam as demandas das comunidades fetichista/BDSM; (2) produzir conhecimentos estruturados sobre este tema no Brasil; e (3) reunir pesquisadores interessados em desenvolver estudos sobre estas comunidades no país.<br><b>[EN]</b><br>This dataset contains the responses collected during the "Censo Fetichista". The survey was conducted as part of the efforts to establish the "Centro de Referência Cetim" (CRCetim), serving both to understand the composition of both fetishists and BDSM practitioners populations in Brazil, as well as to guide the activities to be developed by the Center. The dataset is anonymized, containing responses from 729 people aged 18+, from all over Brazil; data were collected between 02/12/2025 and 04/22/2025.<br>The "Centro de Referência Cetim" is an independent initiative, with no ties to research institutions or universities, that seeks to bring together fetishists and BDSM practitioners in Brazil, with the objectives of: (1) serving as a meeting point for professionals who understand the necessities of the fetish/BDSM communities; (2) producing structured knowledge on this topic in Brazil; and (3) bringing together researchers interested in developing studies on these communities in the country.
DOI: 10.15468/dl.6pbnzr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Etheostoma tessellata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026600-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eadbap
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pueraria thumbergiana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026601-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vufnqt
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penthaleus major",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026603-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcfgfa
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus alternifolius",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026604-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29586656
title: Whole-genome variants of 220 Tibetan sheep from the Qinghai-Tibetan plateau

description: We report whole-genome sequencing data from 220 Tibetan sheep across 11 populations inhabiting different altitudes, with an average coverage of 6.20X. Over 98.34% of clean reads were successfully mapped to the Tibetan sheep reference genome, identifying approximately 33.44 million high-quality single-nucleotide polymorphisms.
DOI: 10.6084/m9.figshare.29586656.v1
title: Whole-genome variants of 220 Tibetan sheep from the Qinghai-Tibetan plateau

description: We report whole-genome sequencing data from 220 Tibetan sheep across 11 populations inhabiting different altitudes, with an average coverage of 6.20X. Over 98.34% of clean reads were successfully mapped to the Tibetan sheep reference genome, identifying approximately 33.44 million high-quality single-nucleotide polymorphisms.
DOI: 10.15468/dl.3q27pe
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium jujuyanum"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026606-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yv3xtj
title: Occurrence Download

description: A dataset containing 1005 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorchis albida",
 "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 1005 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026605-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyz6h8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026608-250711103210423/datasets/export for details.
DOI: 10.15468/dl.hf9a4q
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pueraria thunbergiana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 267 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026607-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shjsde
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus alternifolius",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026609-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4gx2x
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 105 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026610-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkjqku
title: Occurrence Download

description: A dataset containing 12145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Percina nigrofasciata"
 ]
}

 The dataset includes 12145 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026611-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64wger
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba simmonsii"
 ]
}

 The dataset includes 113 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026612-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16005784
title: Limited regulation of canopy water use efficiency by stomatal behavior under drought propagation

description: This is the supporting data for the paper entitled "Limited regulation of canopy water use efficiency by stomatal behavior under drought propagation" to be published in Global Change Biology.
DOI: 10.5281/zenodo.16005785
title: Limited regulation of canopy water use efficiency by stomatal behavior under drought propagation

description: This is the supporting data for the paper entitled "Limited regulation of canopy water use efficiency by stomatal behavior under drought propagation" to be published in Global Change Biology.
DOI: 10.15468/dl.vgdxg6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026615-250711103210423/datasets/export for details.
DOI: 10.15468/dl.yc4mnr
title: Occurrence Download

description: A dataset containing 12205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhynchosia minima, Rhynchosia minima, Rhynchosia minima)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12205 records from 358 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026614-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a4qkgx
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 210 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026616-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4q72sh
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus alternifolius",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 303 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026617-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28873568.v1
title: GenIA_E2ETest

description: GenIA-E2ETest: A Generative AI-Based Approach for End-to-End Test AutomationThis repository contains the artifacts accompanying the paper:<b>GenIA-E2ETest: A Generative AI-Based Approach for End-to-End Test Automation</b>, accepted for publication at the <b>39th Brazilian Symposium on Software Engineering (SBES 2025)</b>
DOI: 10.15468/dl.cz77e2
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 104 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026618-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqjytw
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAB8632"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026619-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f477e6
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus alternifolius",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026625-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htg7nd
title: Occurrence Download

description: A dataset containing 2696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Robinia hispida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2696 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026622-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ptxvs
title: Occurrence Download

description: A dataset containing 9854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9854 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026623-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjhwzs
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAB8631"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026626-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v98jed
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus alternifolius",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026621-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b36vcy
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gonipterus platensis",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026624-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4s698
title: Occurrence Download

description: A dataset containing 1026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Protea compacta"
 ]
}

 The dataset includes 1026 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026627-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxcwfr
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aethionema sintenisii"
 ]
}

 The dataset includes 20 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026628-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h774tz
title: Occurrence Download

description: A dataset containing 361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 361 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026630-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsgaug
title: Occurrence Download

description: A dataset containing 1436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1436 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026631-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugrgdr
title: Occurrence Download

description: A dataset containing 1424 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Percina palmaris"
 ]
}

 The dataset includes 1424 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026633-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15832862
title: Data Extender - A systematic review

description: The present dataset comprises the underlying data utilized in the review article entitled "The Effects of Emotional Intelligence Training Programs on Educators: A Systematic Review." The study encompasses exhaustive details concerning study characteristics, methodologies, and findings pertaining to emotional competence and teacher training. This comprehensive overview is derived from a systematic evaluation of papers published from 2013 to 2024.
DOI: 10.15468/dl.3spm92
title: Occurrence Download

description: A dataset containing 579568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Indonesia",
 "Geometry POLYGON((104.73274 -9.5625,115.96721 -9.5625,115.96721 -5.21258,104.73274 -5.21258,104.73274 -9.5625))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2010-2025"
 ]
}

 The dataset includes 579568 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026602-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.