cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25574/16148
title: Chandra X-ray Observatory ObsId 16148

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16149
title: Chandra X-ray Observatory ObsId 16149

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16150
title: Chandra X-ray Observatory ObsId 16150

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16151
title: Chandra X-ray Observatory ObsId 16151

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16152
title: Chandra X-ray Observatory ObsId 16152

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16153
title: Chandra X-ray Observatory ObsId 16153

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16154
title: Chandra X-ray Observatory ObsId 16154

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16155
title: Chandra X-ray Observatory ObsId 16155

description: Setting the Scale: Supporting precision cluster cosmology with Chandra observations of low-z lensing clusters
DOI: 10.25574/16156
title: Chandra X-ray Observatory ObsId 16156

description: The largest complete sample of Local AGN
DOI: 10.25574/16157
title: Chandra X-ray Observatory ObsId 16157

description: The largest complete sample of Local AGN
DOI: 10.25574/16158
title: Chandra X-ray Observatory ObsId 16158

description: The largest complete sample of Local AGN
DOI: 10.25574/16159
title: Chandra X-ray Observatory ObsId 16159

description: Hot gas emission and AGN-galaxy coevolution at the dawn of cluster formation
DOI: 10.25574/16160
title: Chandra X-ray Observatory ObsId 16160

description: The growth of the most massive black holes and galaxies: A study of AGN in an overdensity at z=2.53.
DOI: 10.25574/16161
title: Chandra X-ray Observatory ObsId 16161

description: The demographics of dark gamma-ray burst hosts
DOI: 10.25574/16162
title: Chandra X-ray Observatory ObsId 16162

description: The demographics of dark gamma-ray burst hosts
DOI: 10.25574/16163
title: Chandra X-ray Observatory ObsId 16163

description: Chandra Studies of Unidentified X-ray Sources in the Galactic Bulge
DOI: 10.25574/16164
title: Chandra X-ray Observatory ObsId 16164

description: Chandra Studies of Unidentified X-ray Sources in the Galactic Bulge
DOI: 10.15468/dl.sky2b3
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydendrium parasiticum",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 79 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055459-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/16165
title: Chandra X-ray Observatory ObsId 16165

description: Chandra Studies of Unidentified X-ray Sources in the Galactic Bulge
DOI: 10.25574/16166
title: Chandra X-ray Observatory ObsId 16166

description: Chandra Studies of Unidentified X-ray Sources in the Galactic Bulge
DOI: 10.25574/16167
title: Chandra X-ray Observatory ObsId 16167

description: Chandra Studies of Unidentified X-ray Sources in the Galactic Bulge
DOI: 10.25574/16168
title: Chandra X-ray Observatory ObsId 16168

description: PROBING THE ENERGY THRESHOLD FOR TRIGGERED STAR FORMATION
DOI: 10.25574/16169
title: Chandra X-ray Observatory ObsId 16169

description: An X-ray View of Hypervelocity Star HVS5
DOI: 10.25574/16170
title: Chandra X-ray Observatory ObsId 16170

description: Localizing NuSTAR-Discovered Sources in the Galactic Plane
DOI: 10.25574/16171
title: Chandra X-ray Observatory ObsId 16171

description: Localizing NuSTAR-Discovered Sources in the Galactic Plane
DOI: 10.25574/16174
title: Chandra X-ray Observatory ObsId 16174

description: The Sgr C complex: a cosmic ray dominated region?
DOI: 10.25574/16175
title: Chandra X-ray Observatory ObsId 16175

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16176
title: Chandra X-ray Observatory ObsId 16176

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16177
title: Chandra X-ray Observatory ObsId 16177

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16178
title: Chandra X-ray Observatory ObsId 16178

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16179
title: Chandra X-ray Observatory ObsId 16179

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16180
title: Chandra X-ray Observatory ObsId 16180

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16181
title: Chandra X-ray Observatory ObsId 16181

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16182
title: Chandra X-ray Observatory ObsId 16182

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16183
title: Chandra X-ray Observatory ObsId 16183

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16184
title: Chandra X-ray Observatory ObsId 16184

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.17026/ar/ny6rfg
title: PAN-00181710 - Roman silica melon bead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00181710&lt;/p&gt;
description: Modified: 2025-10-30T12:46:52+01:00
DOI: 10.25574/16185
title: Chandra X-ray Observatory ObsId 16185

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16186
title: Chandra X-ray Observatory ObsId 16186

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16187
title: Chandra X-ray Observatory ObsId 16187

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16188
title: Chandra X-ray Observatory ObsId 16188

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16189
title: Chandra X-ray Observatory ObsId 16189

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16190
title: Chandra X-ray Observatory ObsId 16190

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16191
title: Chandra X-ray Observatory ObsId 16191

description: The Chandra Deep Field-South: A Peerless Ultradeep Survey for Exploring the Distant X-ray Universe
DOI: 10.25574/16192
title: Chandra X-ray Observatory ObsId 16192

description: The Tarantula -- Revealed by X-rays (T-ReX): A Definitive Chandra Investigation of 30 Doradus
DOI: 10.25574/16193
title: Chandra X-ray Observatory ObsId 16193

description: The Tarantula -- Revealed by X-rays (T-ReX): A Definitive Chandra Investigation of 30 Doradus
DOI: 10.25574/16194
title: Chandra X-ray Observatory ObsId 16194

description: The Tarantula -- Revealed by X-rays (T-ReX): A Definitive Chandra Investigation of 30 Doradus
DOI: 10.25574/16195
title: Chandra X-ray Observatory ObsId 16195

description: The Tarantula -- Revealed by X-rays (T-ReX): A Definitive Chandra Investigation of 30 Doradus
DOI: 10.25574/16196
title: Chandra X-ray Observatory ObsId 16196

description: The Tarantula -- Revealed by X-rays (T-ReX): A Definitive Chandra Investigation of 30 Doradus
DOI: 10.15468/dl.p2m86z
title: Occurrence Download

description: A dataset containing 64233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arundo donax L.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 64233 records from 709 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012034-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62ruis
title: Occurrence Download

description: A dataset containing 6146 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversité des espèces menacées des zones classées et terroirs villageois du Bénin (Afrique de l'Ouest)."
 ]
}

 The dataset includes 6146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047254-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dhsd6
title: Occurrence Download

description: A dataset containing 85385 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thaumetopoea pityocampa (Denis & Schiffermüller), 1776"
 ]
}

 The dataset includes 85385 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215216-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf6wxx
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berberis chinensis Poir.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 301 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005771-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4my72
title: Occurrence Download

description: A dataset containing 1204 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanothamnus polygalifolius (Sm.) Duretto & Heslewood"
 ]
}

 The dataset includes 1204 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149874-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ldaysp
title: Occurrence Download

description: A dataset containing 4378 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Espèces envahissantes et menacées des pâturages naturels de la zone soudano-guinéenne, données mobilisées dans le cadre du projet BID"
 ]
}

 The dataset includes 4378 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047256-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t327m4
title: Occurrence Download

description: A dataset containing 5410 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vicia dumetorum L."
 ]
}

 The dataset includes 5410 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226300-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqhzbg
title: Occurrence Download

description: A dataset containing 13736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria ciliaris (Retz.) Koeler",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13736 records from 450 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012190-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwaskq
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Badumna longinqua (L.Koch, 1867)"
 ]
}

 The dataset includes 266 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047258-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57jx2a
title: Occurrence Download

description: A dataset containing 618930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "TaxonKey is Heracleum L.",
 "TaxonKey is Heracleum persicum Desf."
 ]
 }
 ]
}

 The dataset includes 618930 records from 731 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234899-200613084148143/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.28559318.v4
title: Deconstructing Model Collapse in Software Engineering Tasks: A Multi-Granularity Empirical Study with Open-Source LLMs

description: <b>Large Language Models (LLMs)</b> have become indispensable for <b>automated software engineering (SE) tasks</b>, such as code generation, vulnerability detection, and code summarization. Yet, their long-term robustness is strongly shaped by training methodology. A particularly risky practice is <b>recursive self-training</b>, where models are repeatedly fine-tuned on their own generated outputs. While this strategy is often adopted to compensate for scarce human-annotated data, it carries the danger of <b>model collapse</b>—a degenerative process in which output quality, diversity, and reliability degrade across generations.This paper provides the <b>first multi-granularity empirical study</b> of model collapse in SE tasks. Using <b>open-source LLMs</b>—LLaMA-3 (1B, 3B, 8B, 70B), LLaMA-4 Scout (17B MoE), and Qwen-3 (0.5B, 1.8B, 7B, 14B, 72B)—we design controlled recursive training experiments across three benchmarks:<b>HumanEval</b> (code generation, evaluated with pass@1 and BLEU-4),<b>ReVeal</b> (vulnerability detection, evaluated with F1/precision/recall),<b>CodeSearchNet</b> (code summarization, evaluated with BLEU-4 and ROUGE-L).Models are trained under three regimes—<b>real-only</b>, <b>synthetic-only</b>, and <b>hybrid</b>—for up to <b>ten recursive generations</b>. We then analyze collapse dynamics at multiple granularities: <b>task-level degradation, data distribution drift (perplexity/entropy), and mitigation effectiveness</b>.Our findings show that <b>synthetic-only recursive training leads to sharp degradation</b>, especially in smaller models, while hybrid strategies and quality filtering significantly slow collapse but cannot eliminate it entirely. These results demonstrate that collapse in SE is not a simple extension of language collapse but a <b>domain-specific phenomenon</b>, driven by the structural and security-critical nature of code.This study contributes:A <b>systematic framework</b> to reveal model collapse in SE tasks.<b>Empirical evidence</b> across model scales, training regimes, and tasks.<b>Validated mitigation strategies</b> (hybrid training, filtering, and diversity preservation) with practical implications for building stable LLM pipelines in software engineering.
DOI: 10.15468/dl.zza5a2
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Tapirus Brisson, 1762",
 "Country is Brazil",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 28 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022732-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96nqht
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Tapirus Brisson, 1762",
 "Country is Colombia",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 27 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022731-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uty8we
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Tapirus Brisson, 1762",
 "Country is Peru",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022733-240626123714530/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.26281789
title: Data for figures in Carvalho et al, 2024_GCBB_Mischanthus and corn in marginal land

description: Data presented in figures in Carvalho et al., 2024: Water Use and Radiation Balance of Miscanthus and Corn on Marginal Land in the Coastal Plain Region of North Carolina. Global Change Biology: Bioenergy
DOI: 10.15468/dl.npmrqq
title: Occurrence Download

description: A dataset containing 586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cryptolophocolea martiana (Nees) L.Söderstr., Crand.-Stotl. & Stotler"
 ]
}

 The dataset includes 586 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022735-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c66mng
title: Occurrence Download

description: A dataset containing 984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Ctenidium malacodes Mitt."
 ]
}

 The dataset includes 984 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022736-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5kuun
title: Occurrence Download

description: A dataset containing 699 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iryanthera tricornis Ducke"
 ]
}

 The dataset includes 699 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022737-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb6je5
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.96613 13.10115,-81.33048 13.10115,-81.33048 19.35267,-96.96613 19.35267,-96.96613 13.10115))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tayassu pecari (Link, 1795)"
 ]
}

 The dataset includes 356 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022740-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qadyu
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xanthosoma striolatum Mart. ex Schott"
 ]
}

 The dataset includes 28 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022741-240626123714530/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/8940964
title: Fetching text data from website (category: FOOD)
DOI: 10.15468/dl.sysewn
title: Occurrence Download

description: A dataset listing the 161 species recorded in GBIF matching the query:
{
 "and" : [
 "Elevation 967.0-3029.0m",
 "Geometry POLYGON((-75.68418 6.87484,-75.6472 6.89857,-75.6233 6.90081,-75.60887 6.90887,-75.58813 6.89275,-75.5737 6.8923,-75.5737 6.89947,-75.58091 6.91737,-75.58903 6.92543,-75.58768 6.93259,-75.60301 6.94199,-75.61158 6.9402,-75.62871 6.93617,-75.64405 6.93707,-75.65306 6.94199,-75.64946 6.94916,-75.65397 6.95632,-75.67471 6.97064,-75.68418 6.9599,-75.69771 6.94781,-75.70447 6.93617,-75.70492 6.92677,-75.70538 6.90752,-75.70583 6.89633,-75.69771 6.88962,-75.69094 6.88872,-75.68644 6.88335,-75.68418 6.87484))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 161 records were derived from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022734-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.