cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17971675
title: NIKA: Benchmarking AI Agents for Network Incident Diagnosis and Troubleshooting

description: NIKA: Benchmarking AI Agents for Network Incident Diagnosis and Troubleshooting

The NIKA benchmark releases a large-scale dataset of AI agents’ behaviors for network troubleshooting, comprising over 900 reasoning traces. The dataset is collected by applying three large language models (LLMs) (GPT-5, GPT-5-mini, and GPT-OSS:20B) to troubleshoot network incidents. A network incident is defined as the occurrence of one or more network issues under a specific traffic load within a given network scenario. The NIKA benchmark covers 54 distinct network issues across five network scenarios, including data center and campus networks. These network incidents are further categorized into five classes, as described below.




Issue category
# Issue
# Trace
Representative Issue
Key Signals


Link failures
6
113
Link flap
flap event logs; packet drops




End-host failures

10
180
Conflicting VPN memberships
Overlapping subnets; VPN servers unreachable


Network node errors 
8
96
Number of MPLS labels hit limit
Error logs; packet drops


Misconfigurations 
14
247
BGP ASN mismatch
BGP session fails; ASN mismatch detected


Resource contention
6
162
Microbursts on interface
Reduced throughput; queue buildup


Network under attack
10
108
Service DoS
Surge in HTTP connections; CPU/RAM usage spikes


Total
54
906
-
-




 

The dataset hierarchy is organized as follows: issue_category/issue_name/incident_id/*, where each incident corresponds to one complete troubleshooting trace.



conversation_diagnosis_agent.log records the full trajectory of the troubleshooting/diagnosis agent.



conversation_submission_agent.log records the trajectory of the agent responsible for submitting tasks to the framework.




ground_truth.json contains the ground-truth labels that the agent is expected to submit.




submission.json contains the actual outputs produced by the agent.



The evaluation and benchmarking framework developed to evaluate LLM-based agents and to generate this dataset is available at:

https://github.com/sands-lab/nika
DOI: 10.15468/dl.9d3tb6
title: Occurrence Download

description: A dataset containing 1437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rosa roxburghii"
 ]
}

 The dataset includes 1437 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058234-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6usjxa
title: Occurrence Download

description: A dataset containing 189310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus nigra",
 "HasCoordinate is true"
 ]
}

 The dataset includes 189310 records from 1045 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058199-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4w9rh
title: Occurrence Download

description: A dataset containing 1025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((22.10556 55.18938,25.96335 55.18938,25.96335 56.78704,22.10556 56.78704,22.10556 55.18938))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus",
 "Year 2023-2025"
 ]
}

 The dataset includes 1025 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058235-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.px92gx
title: Occurrence Download

description: A dataset containing 1679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Culex vishnui"
 ]
}

 The dataset includes 1679 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058236-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17976386
title: Datasets for "Tray Expert: Physically consistent generative modeling of tray column hydrodynamics under data-scarce conditions"
DOI: 10.5281/zenodo.17976385
title: Datasets for "Tray Expert: Physically consistent generative modeling of tray column hydrodynamics under data-scarce conditions"
DOI: 10.15468/dl.3hdvuj
title: Occurrence Download

description: A dataset containing 1956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amusium pleuronectes, Amusium magneticum, Amusium pleuronectes australiae, Amusium pleuronectes nanshaensis, Amusium pleuronectes pleuronectes, Ostrea pleuronectes, Pecten milneedwardsi, Pleuronectes pleuronectes, Pleuronectia laevigata)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1956 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058237-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/0ezejh
title: PAN-00076915 - coin/coin-related, Margareta van Constantinopel (1244-1280), dubbele sterling met de arend

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00076915&lt;/p&gt;
description: Modified: 2025-10-20T16:28:50+02:00
DOI: 10.21954/ou.rd.30911429
title: Peterborough City and Liberty Inquests 1856-1905

description: This dataset comprises 1080 inquests examined for the thesis "Dynamics of Death, The Coroner's Court in Peterborough, 1856-1905". The original documents are kept in Peterborough Local Studies Library on Broadway in Peterborough, England. They can be viewed by appointment: please email archives.service@peterboroughlimited.co.ukThe dataset includes information on the catalogue number, year and date of inquest, coroner, parish of inquest, site of inquest, name age and sex of decedent, verdict of the inquest and a standardised cause of death.
DOI: 10.21954/ou.rd.30911429.v1
title: Peterborough City and Liberty Inquests 1856-1905

description: This dataset comprises 1080 inquests examined for the thesis "Dynamics of Death, The Coroner's Court in Peterborough, 1856-1905". The original documents are kept in Peterborough Local Studies Library on Broadway in Peterborough, England. They can be viewed by appointment: please email archives.service@peterboroughlimited.co.ukThe dataset includes information on the catalogue number, year and date of inquest, coroner, parish of inquest, site of inquest, name age and sex of decedent, verdict of the inquest and a standardised cause of death.
DOI: 10.15468/dl.7jkhfm
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((77.73759 29.365325, 77.657037 29.359747, 77.57849299999999 29.343153, 77.503916 29.315956, 77.435159 29.278834, 77.37392699999999 29.232711, 77.321732 29.178733, 77.279855 29.118241, 77.249314 29.052735, 77.23084299999999 28.983834, 77.224874 28.913241, 77.231528 28.842694, 77.250618 28.77393, 77.28165 28.708636, 77.323842 28.648412, 77.37614600000001 28.594732, 77.437269 28.548905, 77.50571100000001 28.512051, 77.579797 28.485067, 77.657723 28.468609, 77.73759 28.463078, 77.817457 28.468609, 77.895382 28.485067, 77.969469 28.512051, 78.03791099999999 28.548905, 78.099034 28.594732, 78.151338 28.648412, 78.19353 28.708636, 78.22456200000001 28.77393, 78.243651 28.842694, 78.25030599999999 28.913241, 78.244337 28.983834, 78.225866 29.052735, 78.195325 29.118241, 78.153447 29.178733, 78.101252 29.232711, 78.040021 29.278834, 77.97126400000001 29.315956, 77.896686 29.343153, 77.81814300000001 29.359747, 77.73759 29.365325))"},{"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 54 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058238-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfq4aj
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Annachlamys flabellata, Annachlamys leopardus, Annachlamys macassarensis rena, Annachlamys melica, Chlamys leopardus, Pecten flabellatus, Pecten leopardus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 273 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058240-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15480/882.16324
title: Dataset on NMR Relaxometry Probes Solvent-Polarity-Dependent Molecular Interactions in Stimuli-Responsive Lyogels

description: This dataset contains experimental data of NMR relaxometry probes solvent-polarity-dependent molecular interactions in stimuli-responsive lyogels. The accompanying README file provides detailed descriptions of all included files and explains the research context, methodological information, and the measured variables.
DOI: 10.17026/ar/awvgvl
title: PAN-00112412 - coin/coin-related, Commodus (180-192), voor Marcus Aurelius, sestertius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00112412&lt;/p&gt;
description: Modified: 2025-07-07T10:15:21+02:00
DOI: 10.15468/dl.fpryzm
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((77.87214899999999 28.718485, 77.792097 28.712907, 77.71404099999999 28.696313, 77.63992500000001 28.669116, 77.571592 28.631994, 77.510735 28.58587, 77.45885699999999 28.531892, 77.417231 28.471398, 77.38687 28.405888, 77.368503 28.336982, 77.362562 28.266383, 77.369167 28.195829, 77.388131 28.127056, 77.41896699999999 28.061753, 77.460899 28.00152, 77.512882 27.94783, 77.573633 27.901996, 77.641661 27.865134, 77.71530199999999 27.838145, 77.79276 27.821683, 77.87214899999999 27.816151, 77.951538 27.821683, 78.02899499999999 27.838145, 78.102636 27.865134, 78.170665 27.901996, 78.231416 27.94783, 78.283399 28.00152, 78.32532999999999 28.061753, 78.356166 28.127056, 78.375131 28.195829, 78.381736 28.266383, 78.375794 28.336982, 78.357428 28.405888, 78.327067 28.471398, 78.28544100000001 28.531892, 78.233563 28.58587, 78.17270600000001 28.631994, 78.104373 28.669116, 78.03025700000001 28.696313, 77.952201 28.712907, 77.87214899999999 28.718485))"},{"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 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058241-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17601134
title: Porphyromonas gingivalis HmuY autooxidation

description: Porphyromonas gingivalis HmuY protein in complex with heme was reduced, as reported recently (Exertier et al. 2025), and the autoxidation reaction was followed by monitoring the absorbance decrease at 423 nm, which corresponds to a maximum in the reduced-minus-oxidized difference spectrum, monitored at 5°C and 20°C over time. Time points were collected every 5 s using a JASCO V650 UV–visible spectrophotometer (10 mm light path) equipped with a JASCO EHC 716 Peltier unit. The variation in absorbance corresponding to the transition from ferrous to ferric HmuY-heme was fitted as a single exponential function using the QtiPlot software (https://qtiplot.com) to determine autoxidation half-times. Experimental data, calculations, and corresponding exponential fits are shown in the Excel files.
DOI: 10.5281/zenodo.17829174
title: E. Faecalis monocolonization study; Supplementary Material, raw numerical endpoint data and ARRIVE checklist

description: Updated Dec 2025: This file set includes the supplementary material (pdf), the raw numerical endpoint data (excel file), and the ARRIVE checklist (pdf) in relation to the data and figures presented in the paper "Modulation of dextran sodium sulfate-induced colitis in germ-free mice by Enterococcus faecalis-monocolonization".
DOI: 10.5281/zenodo.15282424
title: E. Faecalis monocolonization study; Supplementary Material, raw numerical endpoint data and ARRIVE checklist

description: Updated Dec 2025: This file set includes the supplementary material (pdf), the raw numerical endpoint data (excel file), and the ARRIVE checklist (pdf) in relation to the data and figures presented in the paper "Modulation of dextran sodium sulfate-induced colitis in germ-free mice by Enterococcus faecalis-monocolonization".
DOI: 10.5281/zenodo.17601133
title: Porphyromonas gingivalis HmuY autooxidation

description: Porphyromonas gingivalis HmuY protein in complex with heme was reduced, as reported recently (Exertier et al. 2025), and the autoxidation reaction was followed by monitoring the absorbance decrease at 423 nm, which corresponds to a maximum in the reduced-minus-oxidized difference spectrum, monitored at 5°C and 20°C over time. Time points were collected every 5 s using a JASCO V650 UV–visible spectrophotometer (10 mm light path) equipped with a JASCO EHC 716 Peltier unit. The variation in absorbance corresponding to the transition from ferrous to ferric HmuY-heme was fitted as a single exponential function using the QtiPlot software (https://qtiplot.com) to determine autoxidation half-times. Experimental data, calculations, and corresponding exponential fits are shown in the Excel files.
DOI: 10.15468/dl.k83mkn
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Annachlamys kuhnholtzi, Annachlamys leopardus rena, Pecten kuhnholtzi)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 52 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058243-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/27hmwe
title: New Grasses From Santa Catarina

description: This dataset contains the digitized treatments in Plazi based on the original journal article Swallen, Jason R. (1956): New Grasses From Santa Catarina. Sellowia 7: 7-12, DOI: 10.5281/zenodo.17976067
DOI: 10.17026/ar/d9jqxk
title: PAN-00104169 - coin/coin-related, provincie, duit VOC

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00104169&lt;/p&gt;
description: Modified: 2025-07-29T09:22:18+02:00
DOI: 10.15468/dl.47zwgv
title: Occurrence Download

description: A dataset containing 5608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrurga leptonyx"
 ]
}

 The dataset includes 5608 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058242-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2r2pp
title: Occurrence Download

description: A dataset containing 177425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 25.0",
 "DecimalLatitude is less than or equal to 30.0",
 "DecimalLongitude is greater than or equal to -115.0",
 "DecimalLongitude is less than or equal to -110.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 177425 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058218-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzhfke
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((78.18997400000001 29.441171, 78.10936100000001 29.435593, 78.030759 29.418998, 77.956127 29.391801, 77.88731900000001 29.354679, 77.826043 29.308556, 77.77381 29.254579, 77.73190200000001 29.194087, 77.70134 29.128581, 77.682856 29.059681, 77.676884 28.989088, 77.683545 28.918543, 77.70264899999999 28.849779, 77.733704 28.784486, 77.77592799999999 28.724264, 77.82827 28.670584, 77.889437 28.624759, 77.957928 28.587905, 78.032068 28.560922, 78.110049 28.544464, 78.18997400000001 28.538933, 78.269898 28.544464, 78.34787900000001 28.560922, 78.42201900000001 28.587905, 78.49051 28.624759, 78.551678 28.670584, 78.60402000000001 28.724264, 78.646244 28.784486, 78.677299 28.849779, 78.696403 28.918543, 78.703064 28.989088, 78.697091 29.059681, 78.678608 29.128581, 78.648045 29.194087, 78.606138 29.254579, 78.553905 29.308556, 78.492628 29.354679, 78.423821 29.391801, 78.349188 29.418998, 78.27058599999999 29.435593, 78.18997400000001 29.441171))"},{"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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058244-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45nnq5
title: Occurrence Download

description: A dataset containing 1509327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactylis glomerata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1509327 records from 4805 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058213-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nn9tq
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepinella suaveolens (Frodin) G.M.Plunkett, Lowry & D.A.Neill"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151507-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pm569
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ariosoma anale (Poey, 1860)"
 ]
}

 The dataset includes 117 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059063-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jw36sg
title: Occurrence Download

description: A dataset containing 278 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 Peromyscus melanurus Osgood, 1909"
 ]
}

 The dataset includes 278 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062542-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25nwy3
title: Occurrence Download

description: A dataset containing 38538 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Zamiaceae)"
 ]
}

 The dataset includes 38538 records from 469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003332-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9u5kcm
title: Occurrence Download

description: A dataset containing 404 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample"
 ]
 },
 "Country is Colombia",
 "TaxonKey is Sibon nebulatus (Linnaeus, 1758)"
 ]
}

 The dataset includes 404 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235872-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wc72kk
title: Occurrence Download

description: A dataset containing 112 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 Tachornis furcata (Sutton, 1928)"
 ]
}

 The dataset includes 112 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003338-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.