cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17093596
title: Bug Whisperer: Unleashing LLMs to Craft Context-Aware Tests Guided by Path Constraints and Bug Clues

description: Introduction

This is the replication package for the paper "Bug Whisperer: Unleashing LLMs to Craft Context-Aware Tests Guided by Path Constraints and Bug Clues".

Task Definition

Given the focal method, this task aims to explore the bug detection performance of different prompt strategy in LLMs-based test generation. This replication repository includes experimental datasets and scripts to compare the test generation and bug detection performances of different prompt strategy on nine LLMs. 

File Information Description



dataset.zip: This folder contains the dataset, which includes the validation dataset. The validation dataset file is trigger_bug_fm_all_projects_d4j_processed_503_new.csv from the Defects4J benchmark. 

evaluation.zip: This folder contains performance evaluation scripts, including CodeBLEU, syntactic correctness rate, compilation passing rate, line coverage, branch coverage, and the number of detected bugs. 

parser.zip: This folder contains the tree-sitter tool. 

readme.md: This folder includes the detailed information of dataset and script steps to conduct the experiment.

result.zip: This folder includes the experimental results. 

script.zip: This folder includes the scripts of proposed automated path selection algorithm, LLM inference script, and the experiment script.
DOI: 10.5281/zenodo.17093597
title: Bug Whisperer: Unleashing LLMs to Craft Context-Aware Tests Guided by Path Constraints and Bug Clues

description: Introduction

This is the replication package for the paper "Bug Whisperer: Unleashing LLMs to Craft Context-Aware Tests Guided by Path Constraints and Bug Clues".

Task Definition

Given the focal method, this task aims to explore the bug detection performance of different prompt strategy in LLMs-based test generation. This replication repository includes experimental datasets and scripts to compare the test generation and bug detection performances of different prompt strategy on nine LLMs. 

File Information Description



dataset.zip: This folder contains the dataset, which includes the validation dataset. The validation dataset file is trigger_bug_fm_all_projects_d4j_processed_503_new.csv from the Defects4J benchmark. 

evaluation.zip: This folder contains performance evaluation scripts, including CodeBLEU, syntactic correctness rate, compilation passing rate, line coverage, branch coverage, and the number of detected bugs. 

parser.zip: This folder contains the tree-sitter tool. 

readme.md: This folder includes the detailed information of dataset and script steps to conduct the experiment.

result.zip: This folder includes the experimental results. 

script.zip: This folder includes the scripts of proposed automated path selection algorithm, LLM inference script, and the experiment script.
DOI: 10.15468/dl.vr5fpf
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Burmeistera crebra"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049686-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pag63p
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.28.9_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 234 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049687-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00008716
title: Data Analysis, Classification and Model Development using CGM and Physical Activity Data of people with Type 1 Diabetes

description: n/a
DOI: 10.15468/dl.n766xn
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctostaphylos glandulosa crassifolia"
 ]
}

 The dataset includes 439 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049688-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vnp8y
title: Occurrence Download

description: A dataset containing 235254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-98.0",
 "Geometry POLYGON((-96.39995 25.66929,-96.99254 26.59109,-96.86085 27.57874,-96.07073 28.20425,-94.81972 28.92852,-93.27241 29.42234,-92.15308 29.19189,-90.53993 28.82975,-89.32183 28.69807,-88.72924 29.38942,-88.30126 29.91616,-86.8198 29.91616,-85.898 29.19189,-84.28484 29.58695,-83.06675 28.73099,-83.33012 28.03964,-82.24371 25.76806,-80.07089 24.68165,-71.55715 41.44272,-73.39265 41.04779,-74.00409 40.76508,-74.56293 40.38376,-75.58856 39.64083,-76.46298 39.45674,-76.70624 38.76641,-77.42498 38.52934,-77.44259 38.27989,-77.29138 36.80061,-77.51996 36.0852,-78.77014 35.12673,-81.29249 34.09475,-82.87605 32.11531,-84.37626 32.09447,-85.70978 32.78207,-86.32348 35.59425,-86.90418 37.58522,-88.60602 38.15782,-90.48129 37.78277,-92.13047 36.50678,-95.19987 36.42382,-102.79043 29.66283,-102.04382 27.38151,-100.5506 25.39055,-97.51928 22.80512,-96.39995 25.66929))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, NT, VU)"
 ]
}

 The dataset includes 235254 records from 360 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049648-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p58ksn
title: Occurrence Download

description: A dataset containing 5259 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllostomus hastatus"
 ]
}

 The dataset includes 5259 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049691-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.218445
title: FONDS SERGE SAUNERON_nb_1965_04636

description: Référence : nb_1965_04636<br />Site : Esna<br />Secteur : Mur extérieur ouest (Temple de Khnoum); Temple de Khnoum<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.218446
title: FONDS SERGE SAUNERON_nb_1965_04637

description: Référence : nb_1965_04637<br />Site : Esna<br />Secteur : Mur extérieur ouest (Temple de Khnoum); Temple de Khnoum<br />Type : photographie<br />
DOI: 10.15468/dl.8z83qb
title: Occurrence Download

description: A dataset containing 180951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Spain, Andorra)",
 "OccurrenceStatus is Present",
 "TaxonKey is Veronica persica Poir."
 ]
}

 The dataset includes 180951 records from 2032 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202828-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive6644.20240916.9.1
title: Lentilactobacillus parafarraginis (Endo and Okada 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6645.20240916.9.1
title: Ligilactobacillus apodemi (Osawa et al. 2006) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6646.20240916.9.1
title: Ligilactobacillus apodemi (Osawa et al. 2006) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6647.20240510.9
title: Ligilactobacillus apodemi (Osawa et al. 2006) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6648.20240510.9
title: Ligilactobacillus apodemi (Osawa et al. 2006) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6649.20240510.9
title: Ligilactobacillus apodemi (Osawa et al. 2006) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6650.20240510.9
title: Levilactobacillus brevis (Orla-Jensen 1919) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6651.20240510.9
title: Levilactobacillus brevis (Orla-Jensen 1919) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6652.20240510.9
title: Levilactobacillus brevis (Orla-Jensen 1919) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6653.20240510.9
title: Levilactobacillus brevis (Orla-Jensen 1919) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6654.20240510.9
title: Levilactobacillus brevis (Orla-Jensen 1919) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.h5s5pn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchoconger trewavasae Ben-Tuvia, 1993"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059322-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive6655.20240916.9.1
title: Levilactobacillus brevis (Orla-Jensen 1919) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6656.20240916.9.1
title: Levilactobacillus brevis (Orla-Jensen 1919) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6657.20240916.9.1
title: Liquorilactobacillus ghanensis (Nielsen et al. 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6658.20240510.9
title: Liquorilactobacillus ghanensis (Nielsen et al. 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6659.20240510.9
title: Lacticaseibacillus paracasei subsp. paracasei (Collins et al. 1989) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6660.20240916.9.1
title: Levilactobacillus zymae (Vancanneyt et al. 2005) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6661.20240916.9.1
title: Levilactobacillus acidifarinae (Vancanneyt et al. 2005) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6662.20240916.9.1
title: Furfurilactobacillus siliginis (Aslam et al. 2006) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6663.20240916.9.1
title: Ligilactobacillus salivarius (Rogosa et al. 1953) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6664.20240916.9.1
title: Ligilactobacillus salivarius (Rogosa et al. 1953) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6665.20240916.9.1
title: Ligilactobacillus salivarius (Rogosa et al. 1953) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6666.20240916.9.1
title: Amylolactobacillus amylotrophicus (Naser et al. 2006) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6667.20240916.9.1
title: Levilactobacillus namurensis (Scheirlinck et al. 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.d7c7yc
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrodictium occultum Stetter et al., 1984"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059323-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive6668.20240916.9.1
title: Agrilactobacillus composti (Endo and Okada 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6669.20240916.9.1
title: Limosilactobacillus secaliphilus (Ehrmann et al. 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6670.20240916.9.1
title: Lacticaseibacillus camelliae (Tanasupawat et al. 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6671.20240916.9.1
title: Lacticaseibacillus thailandensis (Tanasupawat et al. 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6672.20240916.9.1
title: Liquorilactobacillus hordei (Rouse et al. 2008) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6673.20240510.9
title: Liquorilactobacillus hordei (Rouse et al. 2008) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6674.20240916.9.1
title: Companilactobacillus nodensis (Kashiwagi et al. 2009) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6675.20240916.9.1
title: Ligilactobacillus hayakitensis (Morita et al. 2007) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6676.20240916.9.1
title: Liquorilactobacillus oeni (Mañes-Lázaro et al. 2009) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6677.20240916.9.1
title: Ligilactobacillus ceti (Vela et al. 2008) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6678.20240916.9.1
title: Limosilactobacillus equigenerosi (Endo et al. 2008) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6679.20240916.9.1
title: Levilactobacillus senmaizukei (Hiraga et al. 2008) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive6680.20240916.9.1
title: Liquorilactobacillus capillatus (Chao et al. 2008) Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.3pg58y
title: Occurrence Download

description: A dataset containing 595231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Streptopelia turtur (Linnaeus, 1758)"
 ]
}

 The dataset includes 595231 records from 3677 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003729-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-25742
title: Liberty Belles...Shrine Auditorium...5000 attendance, 1951

description: 2 images. Liberty Belles...Shrine Auditorium...5000 attendance, 19 November 1951. Vivien Kellems at microphone.
DOI: 10.15468/dl.3nbzyp
title: Occurrence Download

description: A dataset containing 1934 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anas acuta acuta"
 ]
}

 The dataset includes 1934 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047195-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey8ytn
title: Occurrence Download

description: A dataset containing 14805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Threnetes ruckeri (Bourcier, 1847)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 14805 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025922-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-26093
title: All Western Bands review and parade in Long Beach, 1951

description: 24 images. All Western Bands review and parade in Long Beach, 24 November 1951. Phyllis Fleming (Majorette); Jerri Powell (Queen); Judy Bittle; Judy Wood; Dixie Preston.
DOI: 10.15468/dl.q3bu7y
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "TaxonKey is Mustela putorius furo Linnaeus, 1758"
 ]
}

 The dataset includes 62 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061654-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ay35p4
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Draba stenopetala Trautv.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 92 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047196-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-25913
title: Mount Waterman...Skiing...Children and mother of one, 1951

description: 5 images. Mount Waterman...Skiing...Children and mother of one, 22 November 1951. Shirley Martin, 16, waits in chair for start; Susan Galbraith, 6; Laurie Galbraith, 4; Mrs. Jean Clough; Elaine Clough, 5; Jim Plank, 10; Joe Plank, 6.; Caption slip reads: "Photographer: Richardson. Date: 1951-11-22. Reporter: Swaim. Assignment: Snow. K1: Shirley Martin, 16, Belmont High, eager to be first up on Mt. Waterman ski lift, waits in chair for start. K3, 4: Susan Galbraith, 6, helps sister Laurie, 4, climb slippery slope in snow, at Buckhorn Camp, Angeles Crest. K7: Mrs. Jean Clough pulls sled, with Elaine Clough, 5, Joe Plank, 6, and Jim Plank, 10. K8: Jim Plank, 10, tries to get out of way as Elaine Clough, 5, and Joe Plank, 6, spill from sled".
DOI: 10.15468/dl.vass4k
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Leptodactylus jolyi Sazima & Bokermann, 1978"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025952-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxtjf8
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "TaxonKey is Mustela erminea Linnaeus, 1758"
 ]
}

 The dataset includes 304 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061650-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.