cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.i6rc6t
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Sholicola albiventris (Blanford, 1868)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030397-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myi7cu
title: Occurrence Download

description: A dataset containing 1344524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Erebidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1344524 records from 468 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005730-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbb7t6
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((49.87671 35.95541,51.75659 35.59888,54.0271 35.81695,54.05152 36.99585,52.04956 36.91781,50.19409 37.34602,49.87671 35.95541))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco peregrinus Tunstall, 1771",
 "Year 2015-2021"
 ]
}

 The dataset includes 66 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0313784-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fmg6d
title: Occurrence Download

description: A dataset containing 221349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Veronica persica Poir."
 ]
}

 The dataset includes 221349 records from 419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040568-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15221411
title: stress-strain
DOI: 10.5281/zenodo.15221412
title: stress-strain
DOI: 10.15468/dl.hgm3cx
title: Occurrence Download

description: A dataset containing 314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Spatially explicit database of tree related microhabitats (TreMs)",
 "Country is Belgium"
 ]
}

 The dataset includes 314 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022887-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfuj4x
title: Occurrence Download

description: A dataset containing 44751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet observations",
 "Country is Belgium"
 ]
}

 The dataset includes 44751 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022886-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15205184
title: Artifacts for Paper Submission

description: This repository contains the source code and dataset associated with our submission to ACM CCS 2025. Below, you'll find instructions for installing dependencies, setting up the environment, and running the provided tools.




Installation and Requirements



To evaluate the effectiveness of CodeGuarder, please first install the benchmark CyberSecEval by following the instructions in the official CyberSecEval repository.


Next, install the Python dependencies required to run our tools:


pip install -r requirements.txt

 


Running CodeGuarder


To run CodeGuarder, ensure that the API key for your LLM is correctly set in the `config.py` file. For DeepSeek-Coder and CodeLlama, follow the instructions on the Ollama website to deploy the models locally.


To reproduce the results reported in the paper, use the following commands:


Generating Data for the Standard Scenario


#### Without CodeGuarder (Baseline)

python src/Baseline_Standard.py --output_path "./dataset/Standard.json"


#### With CodeGuarder (Defense)

 

python src/Defense_Standard.py --output_path "./dataset/Standard.json"


### Evaluating CodeGuarder Under the Standard Scenario


Make sure CyberSecEval has been cloned into the `CyberSecEval` directory.


 

cd CyberSecEval/CybersecurityBenchmarks

python -m CybersecurityBenchmarks.benchmark.run \

    --benchmark=instruct \

    --prompt-path="./datasets/instruct/Standard.json" \

    --llm-under-test="OPENAI::{MODEL_NAME}::{MODEL_KEY}::{BASE_URL}"

 


Replace `{MODEL_NAME}`, `{MODEL_KEY}`, and `{BASE_URL}` with the appropriate values for your LLM. For example, if using OpenAI's GPT-4, `BASE_URL` is the API endpoint. For **DeepSeek**, use `https://api.deepseek.com/v1`.


For other scenarios, modify the corresponding `Baseline_*.py` and `Defense_*.py` files. All generated data will be saved in the `dataset` directory.


Security Evaluation


Evaluation results are stored in the `result` directory. For instance, to evaluate the effectiveness of CodeGuarder under the Standard scenario with DeepSeek-Coder, run:


python src/sec_eval.py --result_path "./output/std_def_DS-Coder.json"
DOI: 10.15468/dl.du6mnb
title: Occurrence Download

description: A dataset containing 2650 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 Circaetus fasciolatus Kaup, 1847"
 ]
}

 The dataset includes 2650 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035585-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqtcsx
title: Occurrence Download

description: A dataset containing 83144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-72.0401 4.34641,-71.36993 4.49976,-71.36444 4.93772,-71.45782 5.03075,-71.99066 5.66518,-72.45758 5.58865,-72.85858 5.10189,-72.0401 4.34641))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is Casanare"
 ]
}

 The dataset includes 83144 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137777-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkmmcx
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Xyris formosana Hayata"
 ]
}

 The dataset includes 40 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008628-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbv8xq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ehrharta festucacea Willd. ex Schult. & Schult.f."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035603-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtwr6q
title: Occurrence Download

description: A dataset containing 2406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museu de Ciències Naturals de Barcelona: MCNB-ZG"
 ]
}

 The dataset includes 2406 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130152-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v9jjt
title: Occurrence Download

description: A dataset containing 971583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-37.57324 -11.86735,-41.61621 -9.53575,-45.57129 -11.52309,-46.62598 -14.17919,-43.72559 -18.81272,-40.03418 -19.97335,-37.57324 -11.86735))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1901-2020"
 ]
}

 The dataset includes 971583 records from 594 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081944-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.277ckw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba metaarctica V.V.Petrovsky"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035472-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqy93y
title: Occurrence Download

description: A dataset containing 86297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sceloporus Wiegmann, 1828"
 ]
}

 The dataset includes 86297 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137781-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.runyyo
title: Occurrence Download

description: A dataset containing 3602386 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 3602386 records from 1896 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008628-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4e3pr
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carlephyton glaucophyllum Bogner"
 ]
}

 The dataset includes 39 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087498-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2txck2
title: Occurrence Download

description: A dataset containing 1574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreotrochilus chimborazo (Delattre & Bourcier, 1846)"
 ]
}

 The dataset includes 1574 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018440-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8a8pe
title: Occurrence Download

description: A dataset containing 5441 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Geometry POLYGON((-91.49414 -32.51953,-80.24414 -55.37109,-70.04883 -62.40234,-47.72461 -55.72266,-31.9043 -42.53906,-32.7832 4.04297,-47.19727 13.18359,-80.24414 13.53516,-90.79102 -8.26172,-91.49414 -32.51953))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrozoa"
 ]
}

 The dataset includes 5441 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148683-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m9c4n
title: Occurrence Download

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

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139870-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nnlov
title: Occurrence Download

description: A dataset containing 327013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Poaceae"
 ]
}

 The dataset includes 327013 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018442-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbv4y9
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haplocoelum foliolosum (Hiern) Bullock"
 ]
}

 The dataset includes 299 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019428-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrca5p
title: Occurrence Download

description: A dataset containing 595 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bia Klotzsch"
 ]
}

 The dataset includes 595 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001975-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.41fch0
title: Occurrence Download

description: A dataset containing 1490 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Philippines",
 "Country is Australia",
 "Country is Bangladesh",
 "Country is Brunei Darussalam",
 "Country is Cambodia",
 "Country is Fiji",
 "Country is French Polynesia",
 "Country is India",
 "Country is Indonesia",
 "Country is Malaysia",
 "Country is Marshall Islands",
 "Country is Micronesia (Federated States of)",
 "Country is Myanmar",
 "Country is New Caledonia",
 "Country is Northern Mariana Islands",
 "Country is Palau",
 "Country is Papua New Guinea",
 "Country is Samoa",
 "Country is Solomon Islands",
 "Country is Thailand",
 "Country is Vanuatu",
 "Country is Viet Nam"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Casuarina equisetifolia L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1490 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018444-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8a64k
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matteuccia Tod.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 575 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159919-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s99g86
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hermannia affinis K.Schum. ex Schinz"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019452-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfobxk
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.02429 -44.01282,-56.97571 -44.01282,-56.97571 -31.98718,-87.02429 -31.98718,-87.02429 -44.01282))",
 "HasCoordinate is true",
 "TaxonKey is Cyttaria berteroi Berk.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018445-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2xm3u
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gynochthodes honbaensis E.Oguri & Tagane"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019420-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngn3ez
title: Occurrence Download

description: A dataset containing 1813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Goodyera R.Br.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 1813 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159931-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.omfkvq
title: Occurrence Download

description: A dataset containing 2277120 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chiroptera"
 ]
}

 The dataset includes 2277120 records from 558 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018443-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbwyg4
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haplocoelum inoploeum Radlk."
 ]
}

 The dataset includes 79 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019435-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm2khr
title: Occurrence Download

description: A dataset containing 1098 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "TaxonKey is Chrysophyllum oliviforme L."
 ]
}

 The dataset includes 1098 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160003-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ettwof
title: Occurrence Download

description: A dataset containing 493 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Pyracantha crenulata (D.Don) M.Roem."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 493 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018446-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3bh8q
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hetaeria elata Hook.f."
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022465-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6szjkf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xyris madagascariensis Malme"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139873-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evfnfv
title: Occurrence Download

description: A dataset containing 685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galearis Raf.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 685 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159930-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nc466r
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Virotia francii (Guillaumin) P.H.Weston & A.R.Mast"
 ]
}

 The dataset includes 60 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139872-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbca2z
title: Occurrence Download

description: A dataset containing 2814 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-72.14619 42.01189,-71.97109 42.01189,-71.97178 42.13961,-72.05692 42.12828,-72.07993 42.11042,-72.09538 42.07335,-72.14619 42.01189))"
 ]
}

 The dataset includes 2814 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018446-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yaf9z5
title: Occurrence Download

description: A dataset containing 400 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium incurrens T.Sael. ex Norrl."
 ]
}

 The dataset includes 400 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022487-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.