cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17028/rd.lboro.28937717.v1
title: Supplementary information files for "The seventh blind test of crystal structure prediction: structure generation methods"

description: Supplementary files for article "The seventh blind test of crystal structure prediction: structure generation methods"<br><br>A seventh blind test of crystal structure prediction was organized by the Cambridge Crystallographic Data Centre featuring seven target systems of varying complexity: a silicon and iodine-containing molecule, a copper coordination complex, a near-rigid molecule, a cocrystal, a polymorphic small agrochemical, a highly flexible polymorphic drug candidate, and a polymorphic morpholine salt. In this first of two parts focusing on structure generation methods, many crystal structure prediction (CSP) methods performed well for the small but flexible agrochemical compound, successfully reproducing the experimentally observed crystal structures, while few groups were successful for the systems of higher complexity. A powder X-ray diffraction (PXRD) assisted exercise demonstrated the use of CSP in successfully determining a crystal structure from a low-quality PXRD pattern. The use of CSP in the prediction of likely cocrystal stoichiometry was also explored, demonstrating multiple possible approaches. Crystallographic disorder emerged as an important theme throughout the test as both a challenge for analysis and a major achievement where two groups blindly predicted the existence of disorder for the first time. Additionally, large-scale comparisons of the sets of predicted crystal structures also showed that some methods yield sets that largely contain the same crystal structures.<br><br>(Please refer to https://hdl.handle.net/2134/27979856.v1 for full list of Authors)<br><br>© The Author(s), CC BY 4.0
DOI: 10.15468/dl.2ka47e
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Rhincodon typus Smith, 1828",
 "Year 2000-2024"
 ]
}

 The dataset includes 131 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017962-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps2h2s
title: Occurrence Download

description: A dataset containing 40154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ruppiaceae"
 ]
}

 The dataset includes 40154 records from 587 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017963-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pn6zk3
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.1.14_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007079-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kqee7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"TUR.56.15_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007080-260108223611665/datasets/export for details.
DOI: 10.15468/dl.zycgmj
title: Occurrence Download

description: A dataset containing 196219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phycisphaerae"
 ]
}

 The dataset includes 196219 records from 752 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011697-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ma2er
title: Occurrence Download

description: A dataset containing 24590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bupleurum falcatum L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 24590 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011243-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh7na8
title: Occurrence Download

description: A dataset containing 2429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.41671 37.1425,-6.53972 36.51443,-5.75505 35.95598,-4.4165 36.55152,-1.92402 36.81063,-1.69323 37.58273,-2.33943 38.27447,-3.30873 38.27447,-5.33964 38.67196,-6.07815 38.16568,-7.09361 38.09306,-7.55518 37.65585,-7.41671 37.1425))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Medicago polymorpha L."
 ]
}

 The dataset includes 2429 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020877-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t323t9
title: Occurrence Download

description: A dataset containing 345759880 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 345759880 records from 12242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124282-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/d6f-zzx-sn3
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/llt-hv6-503
title: Ovis aries Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cks-lg2-h8w
title: Proarcestes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pb0-a3m-ca0
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fkn-phn-k7e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ka0-k7q-0dh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xx1-e3n-a5l
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b57-js6-rs4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2dd-tt3-dc7
title: Hibolithes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fez-zgs-czp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvp-pzz-nfk
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wqx-w1j-grx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g5x-cpq-a3q
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z65-7m8-3qn
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6a-8tz-4jc
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dqs-ayv-yng
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jyq-v40-vqw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mpt-xgy-x53
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sp6-60y-axl
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/935-tgb-rbj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3z3-4d3-tcy
title: Rodentia Bowdich, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m9n-wwd-wta
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/slz-xsc-kcd
title: †Spiroceras annulatum (Deshayes, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4tg-2c0-a4q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6qf-jev-c8w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c2k-a62-4e1
title: †Hildoceras bifrons (Bruguiere, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nc1-5mq-cyv
title: Proarcestes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fev-15a-vnl
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pv1-e7l-yag
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jxz-fgp-bh7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vzr-xtr-yp6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4pm-726-s3l
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w46-0e3-39p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/366-804-pzn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g23-w48-yjt
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ctp-7hd-b37
title: Kayserops

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/42w-vjp-gjb
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hbf-dql-wfg
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.28844606.v1
title: Genomic Data of <i>Pseudomonas aeruginosa</i> Strain NGMBE-25A Isolated from Fecal Samples of Migratory Bird at Jahangirnagar University, Bangladesh

description: This dataset contains bioinformatic analysis outputs supporting the draft genome sequence of <i>Pseudomonas aeruginosa</i> strain NGMBE-25A, isolated from fecal samples of migratory birds at Jahangirnagar University, Bangladesh. It includes outputs from ResFinder (AMR gene detection), PathogenFinder (pathogenicity prediction), and MLST typing.
DOI: 10.15468/dl.cthryq
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachyphytum compactum"
 ]
}

 The dataset includes 163 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035004-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgk8cr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAF1854"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035005-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/6195
title: tyinixHub
DOI: 10.15468/dl.eaz984
title: Occurrence Download

description: A dataset listing the 184 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is LC",
 "OccurrenceStatus is Present",
 "TaxonKey is Viperidae"
 ]
}

 The dataset's 184 records were derived from 769 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035001-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yz4k38
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAF1855"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035006-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9269x5
title: Occurrence Download

description: A dataset containing 357 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camponotus barbaricus"
 ]
}

 The dataset includes 357 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035007-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2q57tg
title: Occurrence Download

description: A dataset containing 4404 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sargocentron rubrum"
 ]
}

 The dataset includes 4404 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035010-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55g8uz
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pineus pini"
 ]
}

 The dataset includes 289 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035012-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkvdfv
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Noturus maydeni"
 ]
}

 The dataset includes 95 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035011-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eh8cdd
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAB9306"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035013-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15641295
title: AI-augmented Cybersecurity Requirements Generation using LLMs | Reproducible Research Package

description: AI-augmented Cybersecurity Requirements Generation using LLMs | Reproducible Research Package

This repository accompanies the paper “Experimental Evaluation of AI-Augmented Cybersecurity Requirements Generation Leveraging LLMs’ Capabilities.” It contains every script, dataset, prompt template and result needed to fully reproduce our empirical study.

Research Description



This project investigates the practical use of state‑of‑the‑art Large Language Models (LLMs) to transform high‑level, standard‑driven cyber‑security controls into concrete, system‑specific requirements. Using a synthetic yet industrially plausible case study—AI4I4, an IoT‑enabled automotive logistics platform—we benchmark thirteen frontier models (GPT‑4, LLaMa 3, Mistral, QWen, etc.), representing tge state of the art as of September 2024, across four prompting pipelines and three temperature regimes.


Key contributions include:


1. **Annotated benchmark** of 54 ISO‑27002 clauses with placeholder semantics suitable for automatic instantiation.

2. **LangChain pipelines** that decompose the task into applicability filtering, domain‑element search, requirement generation, and JSON formatting.

3. **Comprehensive evaluation** of accuracy (precision, recall, F2), creativity (F2‑synthetic), and consistency (Jaccard overlap across runs).

4. **Prompt library** enumerating >180 templates, showing how subtle changes in instruction design affect hallucination rate and coverage.


The artefacts and scripts below allow full replication—from raw prompts to final figures—on any infrastructure with access to the referenced models.

 

For more information on the repository structure, reproducibility, licensing, and contact details, please refer to the README.
DOI: 10.15468/dl.z9ge49
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lampetra soljani, a new brook lamprey from the southern Adriatic Sea basin (Petromyzontiformes: Petromyzontidae)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035014-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4d46k
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachyphytum viride"
 ]
}

 The dataset includes 82 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035015-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehnvmx
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pineus pini"
 ]
}

 The dataset includes 186 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035016-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.926beu
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACG8706"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035017-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3hgfu
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adioryx ruber"
 ]
}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035018-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/99e27db2-9836-485c-b2dc-946c66d4c66b
title: Supporting videos for PhD thesis - Solid-liquid impact in thermal equilibrium

description: This dataset contains the experimental video recordings (in .avi or .mp4 format) for the data presented in the PhD thesis entitled 'Solid-liquid impact in thermal equilibrium'. This experimental work investigates the role of phase change on the impact loads upon the impact of a circular disc onto a liquid that is in thermal equilibrium with its own vapour. High-speed imaging with the total internal reflection technique is adopted to study the dynamics of the entrapped vapour pocket under the disc. A detailed description (in .pdf format) for each video can be found in the zipped dataset.
DOI: 10.4121/99e27db2-9836-485c-b2dc-946c66d4c66b.v1
title: Supporting videos for PhD thesis - Solid-liquid impact in thermal equilibrium

description: This dataset contains the experimental video recordings (in .avi or .mp4 format) for the data presented in the PhD thesis entitled 'Solid-liquid impact in thermal equilibrium'. This experimental work investigates the role of phase change on the impact loads upon the impact of a circular disc onto a liquid that is in thermal equilibrium with its own vapour. High-speed imaging with the total internal reflection technique is adopted to study the dynamics of the entrapped vapour pocket under the disc. A detailed description (in .pdf format) for each video can be found in the zipped dataset.
DOI: 10.15468/erhvs9
title: Hemiptera Records (West Wales)

description: Hemiptera records held by WWBIC for Carmarthenshire, Ceredigion and Pembrokeshire excluding records that have already been uploaded by WWBIC to the NBN Atlas in other datasets.
DOI: 10.15468/phqf7v
title: Diptera Records (West Wales)

description: Diptera records held by WWBIC for Carmarthenshire, Ceredigion and Pembrokeshire excluding records that have already been uploaded by WWBIC to the NBN Atlas in other datasets.