cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hw9dum
title: Occurrence Download

description: A dataset containing 235199 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 235199 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002305-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18310899
title: Setaria parviflora (Poir.) Kerguélen. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310900
title: Setaria parviflora (Poir.) Kerguélen. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.mb4fhk
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((150.085 -5.033853, 150.014466 -5.039416, 149.945665 -5.055967, 149.880289 -5.083101, 149.819943 -5.120149, 149.766112 -5.166201, 149.720122 -5.220126, 149.683104 -5.280597, 149.655972 -5.346127, 149.639397 -5.415104, 149.633789 -5.48583, 149.639292 -5.556564, 149.655773 -5.625564, 149.682829 -5.691131, 149.719799 -5.751649, 149.765773 -5.805625, 149.81962 -5.851729, 149.880014 -5.888824, 149.945466 -5.915994, 150.014361 -5.932569, 150.085 -5.93814, 150.155639 -5.932569, 150.224534 -5.915994, 150.289986 -5.888824, 150.35038 -5.851729, 150.404227 -5.805625, 150.450201 -5.751649, 150.487171 -5.691131, 150.514227 -5.625564, 150.530708 -5.556564, 150.536211 -5.48583, 150.530603 -5.415104, 150.514028 -5.346127, 150.486896 -5.280597, 150.449878 -5.220126, 150.403888 -5.166201, 150.350057 -5.120149, 150.289711 -5.083101, 150.224335 -5.055967, 150.155534 -5.039416, 150.085 -5.033853))"},{"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 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002345-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn8ctj
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stipa pennata, Stipa pennata, Stipa joannis)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002349-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/y254fj
title: Collezione entomologica di coleotteri meloidi (famiglia Meloidae) | Entomological collection of blister beetles (family Meloidae)

description: A collection of blister beetles (Coleoptera: Meloidae), gathered by several collectors mainly during the first half of the 20th century and revised by M. Bologna in 1986.
DOI: 10.5281/zenodo.18310904
title: Setaria perennis H.M.Hall ex Smyth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310905
title: Setaria perennis H.M.Hall ex Smyth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.ttwgar
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((112.747 -1.65882, 112.676708 -1.664386, 112.608145 -1.680946, 112.542998 -1.708092, 112.482872 -1.745158, 112.429245 -1.79123, 112.383438 -1.845175, 112.346578 -1.905665, 112.319575 -1.971211, 112.303093 -2.040201, 112.297539 -2.110935, 112.303053 -2.181672, 112.319499 -2.25067, 112.346473 -2.316231, 112.383314 -2.376739, 112.429115 -2.430704, 112.482748 -2.476795, 112.542893 -2.513879, 112.608068 -2.541039, 112.676667 -2.557608, 112.747 -2.563177, 112.817333 -2.557608, 112.885932 -2.541039, 112.951107 -2.513879, 113.011252 -2.476795, 113.064885 -2.430704, 113.110686 -2.376739, 113.147527 -2.316231, 113.174501 -2.25067, 113.190947 -2.181672, 113.196461 -2.110935, 113.190907 -2.040201, 113.174425 -1.971211, 113.147422 -1.905665, 113.110562 -1.845175, 113.064755 -1.79123, 113.011128 -1.745158, 112.951002 -1.708092, 112.885855 -1.680946, 112.817292 -1.664386, 112.747 -1.65882))"},{"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/0002348-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18310910
title: Setaria platycaulis Stuck. & Hack. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310911
title: Setaria platycaulis Stuck. & Hack. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310916
title: Setaria rosengurttii Nicora. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310917
title: Setaria rosengurttii Nicora. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.3peae6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((151.011 -4.858851, 150.940485 -4.864414, 150.871702 -4.880966, 150.806343 -4.908099, 150.746014 -4.945149, 150.692198 -4.991202, 150.646221 -5.045128, 150.609215 -5.1056, 150.582092 -5.171131, 150.565523 -5.240109, 150.559919 -5.310835, 150.565421 -5.38157, 150.581899 -5.45057, 150.608949 -5.516137, 150.645909 -5.576654, 150.69187 -5.63063, 150.745701 -5.676733, 150.806077 -5.713827, 150.871509 -5.740997, 150.940383 -5.757572, 151.011 -5.763142, 151.081617 -5.757572, 151.150491 -5.740997, 151.215923 -5.713827, 151.276299 -5.676733, 151.33013 -5.63063, 151.376091 -5.576654, 151.413051 -5.516137, 151.440101 -5.45057, 151.456579 -5.38157, 151.462081 -5.310835, 151.456477 -5.240109, 151.439908 -5.171131, 151.412785 -5.1056, 151.375779 -5.045128, 151.329802 -4.991202, 151.275986 -4.945149, 151.215657 -4.908099, 151.150298 -4.880966, 151.081515 -4.864414, 151.011 -4.858851))"},{"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/0002351-260119153935675/datasets/export for details.
DOI: 10.15468/dl.rjq73w
title: Occurrence Download

description: A dataset containing 10692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lathamus discolor",
 "Year 2015-2026"
 ]
}

 The dataset includes 10692 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002352-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r62cwj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stipa pulcherrima)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002353-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18310925
title: Setaria reversipila  R.A.W.Herrm. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310924
title: Setaria reversipila  R.A.W.Herrm. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.jc3d6f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((112.798 -1.65582, 112.727708 -1.661386, 112.659145 -1.677946, 112.593999 -1.705092, 112.533872 -1.742158, 112.480246 -1.78823, 112.434438 -1.842175, 112.397579 -1.902665, 112.370576 -1.968211, 112.354094 -2.037201, 112.34854 -2.107935, 112.354054 -2.178672, 112.370499 -2.24767, 112.397474 -2.313231, 112.434315 -2.373739, 112.480116 -2.427704, 112.533749 -2.473795, 112.593894 -2.510879, 112.659069 -2.538039, 112.727668 -2.554608, 112.798 -2.560177, 112.868332 -2.554608, 112.936931 -2.538039, 113.002106 -2.510879, 113.062251 -2.473795, 113.115884 -2.427704, 113.161685 -2.373739, 113.198526 -2.313231, 113.225501 -2.24767, 113.241946 -2.178672, 113.24746 -2.107935, 113.241906 -2.037201, 113.225424 -1.968211, 113.198421 -1.902665, 113.161562 -1.842175, 113.115754 -1.78823, 113.062128 -1.742158, 113.002001 -1.705092, 112.936855 -1.677946, 112.868292 -1.661386, 112.798 -1.65582))"},{"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/0002354-260119153935675/datasets/export for details.
DOI: 10.15159/eds.dt.26.01
title: Water transparency, surface water temperature, chlorophyll a content and primary production depth profiles of Estonian lakes (Võrtsjärv, Peipsi, Harku, Koorküla) in 2004-2009
title: Eesti järvede (Võrtsjärv, Peipsi, Harku, Koorküla) vee läbipaistvus, pinnavee temperatuur, klorofüll a sisaldus ja primaarproduktsiooni sügavusprofiilid aastatel 2004-2009

description: For chlorophyll a (chl_a, mg/m3) analysis , plankton was collected on Whatman glass fibre filters (GF/F), pigments were extracted with 96% ethanol, analysed spectrophotometrically, and calculated according to Lorenzen (1967). Water transparency (secchi, m) was measured with Secchi disc visibility. Phytoplankton primary production (pp, mgC/m3/h) was measured in situ with 14C-assimilation technique according to Steeman-Nielsen (1952).
Lorenzen, C. J., 1967. Determination of chlorophyll and phaeopigments: spectrophotometric equations. Limnology and Oceanography 12: 343–346.
Steeman-Nielsen, E., 1952. The use of radioactive carbon (14C) for measuring organic production in the sea. Journal du Conseil 18: 117–140.
DOI: 10.34740/kaggle/dsv/14557453
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.zp48ms
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((151.131 -4.75885, 151.060495 -4.764412, 150.991723 -4.780965, 150.926373 -4.808099, 150.866053 -4.845149, 150.812246 -4.891203, 150.766277 -4.945129, 150.729277 -5.005602, 150.702159 -5.071134, 150.685593 -5.140112, 150.679991 -5.210838, 150.685493 -5.281573, 150.701969 -5.350573, 150.729016 -5.41614, 150.76597 -5.476657, 150.811924 -5.530632, 150.865746 -5.576735, 150.926112 -5.613829, 150.991533 -5.640999, 151.060395 -5.657573, 151.131 -5.663144, 151.201605 -5.657573, 151.270467 -5.640999, 151.335888 -5.613829, 151.396254 -5.576735, 151.450076 -5.530632, 151.49603 -5.476657, 151.532984 -5.41614, 151.560031 -5.350573, 151.576507 -5.281573, 151.582009 -5.210838, 151.576407 -5.140112, 151.559841 -5.071134, 151.532723 -5.005602, 151.495723 -4.945129, 151.449754 -4.891203, 151.395947 -4.845149, 151.335627 -4.808099, 151.270277 -4.780965, 151.201505 -4.764412, 151.131 -4.75885))"},{"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/0002358-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18310811
title: Supplementary Materials for the Paper "Agentic SPARQL: Evaluating SPARQL-MCP-powered Intelligent Agents on the Federated KGQA Benchmark"
DOI: 10.5281/zenodo.18310810
title: Supplementary Materials for the Paper "Agentic SPARQL: Evaluating SPARQL-MCP-powered Intelligent Agents on the Federated KGQA Benchmark"
DOI: 10.15468/dl.5c4mpr
title: Occurrence Download

description: A dataset containing 7270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Argyresthia conjugella",
 "Year 2015-2026"
 ]
}

 The dataset includes 7270 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002357-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcjd2h
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Streptopus amplexifolius)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 420 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002359-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myenuq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.374 -1.64882, 102.303708 -1.654386, 102.235145 -1.670946, 102.169999 -1.698092, 102.109873 -1.735158, 102.056247 -1.78123, 102.01044 -1.835175, 101.973581 -1.895665, 101.946577 -1.961211, 101.930096 -2.030201, 101.924542 -2.100935, 101.930056 -2.171672, 101.946501 -2.240671, 101.973476 -2.306231, 102.010317 -2.366739, 102.056117 -2.420704, 102.10975 -2.466796, 102.169895 -2.503879, 102.235069 -2.53104, 102.303668 -2.547608, 102.374 -2.553177, 102.444332 -2.547608, 102.512931 -2.53104, 102.578105 -2.503879, 102.63825 -2.466796, 102.691883 -2.420704, 102.737683 -2.366739, 102.774524 -2.306231, 102.801499 -2.240671, 102.817944 -2.171672, 102.823458 -2.100935, 102.817904 -2.030201, 102.801423 -1.961211, 102.774419 -1.895665, 102.73756 -1.835175, 102.691753 -1.78123, 102.638127 -1.735158, 102.578001 -1.698092, 102.512855 -1.670946, 102.444292 -1.654386, 102.374 -1.64882))"},{"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/0002361-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18310963
title: Setaria rosengurttii var. rosengurttii. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310964
title: Setaria rosengurttii var. rosengurttii. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310821
title: Gold Standard and Annotation Dataset for CO2 Emissions Annotation

description: This repository contains the results of a research project which provides a benchmark dataset for extracting greenhouse gas emissions from corporate annual and sustainability reports. 

The zipped datasets file contains two datasets, gold_standard and annotation_dataset(inside the outer zip file there is a password-protected zip file containing the two datasets. To unpack, use the password is provided in the outer zip file).

Data collection



A Large Language Model (LLM) based pipeline was used to extract the greenhouse gas emissions from the reports (see columns prefixed with llm_ in annotation_dataset). The extracted emissions follow the categories Scope 1, 2 (market-based) and 2 (location-based) and 3, as defined in the GHGP protocol (see variables scope).

Annotation of the pipeline output was done in 3 phases: first by non-experts (see columns prefixed with non_expert_ in annotation_dataset), then by expert groups (columns prefixed with exp_group_ in annotation_dataset) in case of disagreement of non-experts and finally in a discussion of all experts (columns prefixed with exp__disc in annotation_dataset) in case of disagreement between expert groups. The annotation guidelines for the non-experts and experts are also included in this repository.

The annotation results from all three phases are combined to form the final benchmark dataset: gold_standard. Codebooks detailing each variable of each of the two datasets are also provided. More details about the annotation template or the data wrangling scripts can be found in the GitHub repository. 


Merging of datasets

Users can match the two datasets (gold_standard and annotation_dataset). Due to mismatches between the company_name in the report_name and the actual company_name, manual correction has been carried out. The gold_standard now contains both the old (report_name_old, company_name_old) and the new (report_name, company_name) variables. To join the gold_standard and annotation_dataset, please add the suffix _old to the columns (report_name, company_name) in annotation_dataset and use the old variables (report_name_old, company_name_old) from the gold_standard and additionally report_year and merge_id (index column). The merge_id already includes the company name and report year implicitly, but to avoid column duplication in the join operation, it should be included as join variables. For example this is useful when comparing LLM extractions to gold standard data.
DOI: 10.5281/zenodo.18310972
title: Setaria scandens Schrad. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.17605/osf.io/heuya
title: The effect of pre-exercise protein compositions on substrate metabolism during sub-maximal exercise and 4 km time-trial performance

description: This experiment investigated how consuming energy-matched (0.5 gr/kg body mass) whey protein, soy protein, maltodextrin, 1:1 maltodextrin:whey or a non-caloric placebo thirty minutes before exercise influences whole-body substrate metabolism and exercise performance (4-km cycling time trial).
DOI: 10.5281/zenodo.18310971
title: Setaria scandens Schrad. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310976
title: Setaria rosengurttii var. uruguayensis Pensiero. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18310977
title: Setaria rosengurttii var. uruguayensis Pensiero. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54