cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1594/pangaea.724190
title: Basic measurements of radiation at station Southern Great Plains (2004-12)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724195
title: Basic measurements of radiation at station Southern Great Plains (2005-01)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724200
title: Basic measurements of radiation at station Southern Great Plains (2005-03)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724206
title: Basic measurements of radiation at station Southern Great Plains (2005-06)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724290
title: Basic measurements of radiation at station Southern Great Plains (2008-11)
DOI: 10.1594/pangaea.724292
title: Basic measurements of radiation at station Southern Great Plains (2008-12)
DOI: 10.1594/pangaea.885517
title: Basic measurements of radiation at station Southern Great Plains (2015-05)
DOI: 10.1594/pangaea.724286
title: Basic measurements of radiation at station Southern Great Plains (2008-09)
DOI: 10.1594/pangaea.723964
title: Basic measurements of radiation at station Southern Great Plains (1996-04)

description: On the ftp server an even newer (2019) version of this data with more QC is available, see "Other Version" reference.
DOI: 10.1594/pangaea.911200
title: Basic measurements of radiation at station Southern Great Plains (2018-04)
DOI: 10.1594/pangaea.782881
title: Basic measurements of radiation at station Southern Great Plains (2011-12)
DOI: 10.1594/pangaea.917770
title: Basic measurements of radiation at station Southern Great Plains (2019-03)
DOI: 10.1594/pangaea.724024
title: Basic measurements of radiation at station Southern Great Plains (1998-10)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.886124
title: Basic measurements of radiation at station Southern Great Plains (1994-05)

description: Version 2, 2018-02-12, which passed a detailed visual quality check.
DOI: 10.1594/pangaea.884701
title: Basic measurements of radiation at station Southern Great Plains (2013-10)
DOI: 10.1594/pangaea.723960
title: Basic measurements of radiation at station Southern Great Plains (1996-02)

description: On the ftp server an even newer (2019) version of this data with more QC is available, see "Other Version" reference.
DOI: 10.1594/pangaea.886369
title: Basic measurements of radiation at station Southern Great Plains (1995-02)

description: Version 2, 2018-02-16, which passed a detailed visual quality check. On the ftp server an even newer (2019) version of this data with more QC is available, see "Other Version" reference.
DOI: 10.1594/pangaea.884680
title: Basic measurements of radiation at station Southern Great Plains (2013-01)
DOI: 10.1594/pangaea.723962
title: Basic measurements of radiation at station Southern Great Plains (1996-03)

description: On the ftp server an even newer (2019) version of this data with more QC is available, see "Other Version" reference.
DOI: 10.1594/pangaea.723966
title: Basic measurements of radiation at station Southern Great Plains (1996-05)

description: On the ftp server an even newer (2019) version of this data with more QC is available, see "Other Version" reference.
DOI: 10.1594/pangaea.723968
title: Basic measurements of radiation at station Southern Great Plains (1996-06)

description: On the ftp server an even newer (2019) version of this data with more QC is available, see "Other Version" reference.
DOI: 10.1594/pangaea.911090
title: Basic measurements of radiation at station Southern Great Plains (1997-08)
DOI: 10.1594/pangaea.911094
title: Basic measurements of radiation at station Southern Great Plains (1997-10)

description: Version 3, 2020-01-21, with better quality control applied.
DOI: 10.1594/pangaea.724028
title: Basic measurements of radiation at station Southern Great Plains (1998-12)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724048
title: Basic measurements of radiation at station Southern Great Plains (1999-10)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724054
title: Basic measurements of radiation at station Southern Great Plains (2000-01)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724060
title: Basic measurements of radiation at station Southern Great Plains (2000-04)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724050
title: Basic measurements of radiation at station Southern Great Plains (1999-11)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724058
title: Basic measurements of radiation at station Southern Great Plains (2000-03)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724052
title: Basic measurements of radiation at station Southern Great Plains (1999-12)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724086
title: Basic measurements of radiation at station Southern Great Plains (2001-05)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724094
title: Basic measurements of radiation at station Southern Great Plains (2001-09)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724096
title: Basic measurements of radiation at station Southern Great Plains (2001-10)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724062
title: Basic measurements of radiation at station Southern Great Plains (2000-05)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724080
title: Basic measurements of radiation at station Southern Great Plains (2001-02)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724132
title: Basic measurements of radiation at station Southern Great Plains (2003-04)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724136
title: Basic measurements of radiation at station Southern Great Plains (2003-06)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724284
title: Basic measurements of radiation at station Southern Great Plains (2008-08)
DOI: 10.1594/pangaea.724239
title: Basic measurements of radiation at station Southern Great Plains (2006-10)
DOI: 10.1594/pangaea.884688
title: Basic measurements of radiation at station Southern Great Plains (2013-08)
DOI: 10.1594/pangaea.724298
title: Basic measurements of radiation at station Southern Great Plains (2009-02)
DOI: 10.1594/pangaea.724064
title: Basic measurements of radiation at station Southern Great Plains (2000-06)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724030
title: Basic measurements of radiation at station Southern Great Plains (1999-01)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724263
title: Basic measurements of radiation at station Southern Great Plains (2007-10)
DOI: 10.1594/pangaea.724269
title: Basic measurements of radiation at station Southern Great Plains (2008-01)
DOI: 10.1594/pangaea.724275
title: Basic measurements of radiation at station Southern Great Plains (2008-04)
DOI: 10.1594/pangaea.724197
title: Basic measurements of radiation at station Southern Great Plains (2005-02)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724126
title: Basic measurements of radiation at station Southern Great Plains (2003-01)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724128
title: Basic measurements of radiation at station Southern Great Plains (2003-02)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724140
title: Basic measurements of radiation at station Southern Great Plains (2003-08)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.886121
title: Basic measurements of radiation at station Southern Great Plains (1994-03)

description: Version 2, 2018-02-12, which passed a detailed visual quality check.
DOI: 10.1594/pangaea.891020
title: Basic measurements of radiation at station Southern Great Plains (2017-04)
DOI: 10.1594/pangaea.891022
title: Basic measurements of radiation at station Southern Great Plains (2017-05)
DOI: 10.1594/pangaea.891010
title: Basic measurements of radiation at station Southern Great Plains (2016-11)
DOI: 10.1594/pangaea.891012
title: Basic measurements of radiation at station Southern Great Plains (2016-12)
DOI: 10.1594/pangaea.891014
title: Basic measurements of radiation at station Southern Great Plains (2017-01)
DOI: 10.1594/pangaea.884770
title: Basic measurements of radiation at station Southern Great Plains (2014-11)
DOI: 10.1594/pangaea.884771
title: Basic measurements of radiation at station Southern Great Plains (2014-12)
DOI: 10.1594/pangaea.884769
title: Basic measurements of radiation at station Southern Great Plains (2014-10)
DOI: 10.1594/pangaea.724092
title: Basic measurements of radiation at station Southern Great Plains (2001-08)

description: Version 2, 2009-07-07
DOI: 10.1594/pangaea.724090
title: Basic measurements of radiation at station Southern Great Plains (2001-07)

description: Version 2, 2009-07-07
DOI: 10.15468/dl.2tkjer
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Platycerium veitchii (Underw.) C.Chr."
 ]
}

 The dataset includes 100 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063319-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xksjh3
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Boletus edulis Bull.",
 "Year 2000-2024"
 ]
}

 The dataset includes 118 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063320-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9161929
title: WallStreetBets 2022
DOI: 10.15468/dl.mr6ntv
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lactarius deliciosus (L.) Gray",
 "Year 2000-2024"
 ]
}

 The dataset includes 71 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063321-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zmrw5
title: Occurrence Download

description: A dataset containing 9985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Vascular plant specimens of National Museum of Nature and Science (TNS)",
 "Issue is Taxon match higher rank",
 "OccurrenceStatus is Present",
 "PublishingOrg is 4fd82480-ea1c-11da-8db4-b8a03c50a862",
 "TaxonKey is Polypodiopsida"
 ]
}

 The dataset includes 9985 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063322-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gp2arv
title: Occurrence Download

description: A dataset containing 1837 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apteryx owenii Gould, 1847"
 ]
}

 The dataset includes 1837 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063323-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1guhacu
title: Historical (2001-2013) and End-of-Century Future Climate Simulated Snowpack and Hydrometeorology for the Gallatin River, Montana and Wyoming

description: This data release contains output from a numerical snow simulation for a 65 kilometer (km) × 81 km model domain in parts of Montana and Wyoming, United States, encompassing the Gallatin River watershed upstream of the U.S. Geological Survey streamgage near Gallatin Gateway, MT (06043500). Weather Research and Forecasting (WRF) Model convection-permitting and orography-resolving regional climate simulations with 4-km horizontal resolution provided the atmospheric forcing conditions to SnowModel in both a historical and future climate scenario. Two continuous, 13-water-year (2001-2013) WRF model simulations were utilized: (1) a historical climate control (CTL) simulation forced using ERA-Interim reanalysis, and (2) a future climate simulation using the pseudo-global-warming (PGW) method that uses the ERA-Interim reanalysis for the same period as (1) and adds an ensemble mean climate delta from the end of the century (2071-2100) for the most extreme 5th Coupled Model Intercomparison Project (CMIP5) Representative Concentration Pathway (RCP) 8.5 scenario. The ten SnowModel simulated outputs provided in this data release include (1) air temperature (tair), (2) precipitation (prec), (3) solid precipitation (spre), (4) liquid precipitation (rpre), (5) liquid water supplied to the soil-snow interface from snowmelt (smlt), (6) snow sublimination (ssub), (7) liquid water supplied to the soil-snow or soil-air interface either from snowmelt or rainfall (roff), (8) snow depth (snod), (9) snow water equivalent depth (swed), and (10) snow density (sden). The simulations used to produce these outputs were conducted on a 30-m geospatial grid. Land cover information for the simulation was provided by the 2010 North American Land Change Monitoring System and elevation information was provided by the U.S. Geological Survey National Elevation Dataset. The historical (CTL) and future climate (PGW) simulations were conducted using annual precipitation bias correction surfaces (prec_cf), which were computed by comparing SnowModel-simulated CTL snow water equivalent to Natural Resources Conservation Service snow telemetry station (SNOTEL) observations to generate a precipitation correction that was interpolated using SnowModel.
Data files for this data release are numerous and cannot be easily displayed for browsing in the ScienceBase interface. Therefore, the data files are provided via a Globus Access Portal (linked under Related External Resources). Globus* is a fast, secure, and reliable way to move large data files and will automatically resume transfers when there are network disruptions. Learn more at https://www.globus.org/data-transfer.
DOI: 10.15468/dl.cs462d
title: Occurrence Download

description: A dataset containing 3900 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pometia pinnata J.R.Forst. & G.Forst."
 ]
}

 The dataset includes 3900 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063324-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56cvwf
title: Occurrence Download

description: A dataset containing 27239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cavendishia Lindl."
 ]
}

 The dataset includes 27239 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063325-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11054796
title: SashaGardner/Biometals2024

description: New calculations, images and files were added.
DOI: 10.5281/zenodo.13308919
title: SashaGardner/Biometals2024

description: New calculations, images and files were added.
DOI: 10.15468/dl.f53y6a
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trillium hibbersonii (T.M.C.Taylor & Szczaw.) D.O'Neill & S.B.Farmer"
 ]
}

 The dataset includes 101 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063326-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10971001
title: RAE Costa Rican Professional Football
DOI: 10.5281/zenodo.10971002
title: RAE Costa Rican Professional Football
DOI: 10.5281/zenodo.13308920
title: Supplementary Material for Paper "Distilling Event Sequence Knowledge From Large Language Models"

description: Supplementary Material for Paper:Distilling Event Sequence Knowledge From Large Language ModelsSomin Wadhwa, Oktie Hassanzadeh, Debarun Bhattacharjya, Ken Barker, and Jian Ni

Appendix:- Appendix.pdf: contains our prompts and a description of our human evaluation details.

Data:- base_kg_v7.jsonl: Our Wikidata-based Event Causal Knowledge Graph.

Outputs:- sample_new_patterns_discovered.txt: examples of observed new patters through application of sequential pattern mining algorithms, described in section 3.- precision_eval_sample.txt: examples of output evaluated with a precision-evaluator model. - bsumm_output.txt: sample outputs of identified influencing events through the application of binary summary markov model, described in section 5.2.

Code:- src/generator.py: ingests ICL prompts and generates requisite event sequences.- src/benchmarking.py: ingests a _trained_ Flan-style seq2seq model to evaluate precision, and recall from the base KG.- src/utils.py: utilities for generator and benchmarking.

To cite:

@inproceedings{WadhwaHBBN24,
  author    = {Somin Wadhwa and
               Oktie Hassanzadeh and
               Debarun Bhattacharjya and
               Ken Barker and
               Jian Ni},
  title     = {Distilling Event Sequence Knowledge From Large Language Models},
  booktitle = {The Semantic Web - 23rd International Conference, {ISWC} 2024},
  series    = {Lecture Notes in Computer Science},
  publisher = {Springer},
  year      = {2024},
}
DOI: 10.5281/zenodo.13308921
title: Supplementary Material for Paper "Distilling Event Sequence Knowledge From Large Language Models"

description: Supplementary Material for Paper:Distilling Event Sequence Knowledge From Large Language ModelsSomin Wadhwa, Oktie Hassanzadeh, Debarun Bhattacharjya, Ken Barker, and Jian Ni

Appendix:- Appendix.pdf: contains our prompts and a description of our human evaluation details.

Data:- base_kg_v7.jsonl: Our Wikidata-based Event Causal Knowledge Graph.

Outputs:- sample_new_patterns_discovered.txt: examples of observed new patters through application of sequential pattern mining algorithms, described in section 3.- precision_eval_sample.txt: examples of output evaluated with a precision-evaluator model. - bsumm_output.txt: sample outputs of identified influencing events through the application of binary summary markov model, described in section 5.2.

Code:- src/generator.py: ingests ICL prompts and generates requisite event sequences.- src/benchmarking.py: ingests a _trained_ Flan-style seq2seq model to evaluate precision, and recall from the base KG.- src/utils.py: utilities for generator and benchmarking.

To cite:

@inproceedings{WadhwaHBBN24,
  author    = {Somin Wadhwa and
               Oktie Hassanzadeh and
               Debarun Bhattacharjya and
               Ken Barker and
               Jian Ni},
  title     = {Distilling Event Sequence Knowledge From Large Language Models},
  booktitle = {The Semantic Web - 23rd International Conference, {ISWC} 2024},
  series    = {Lecture Notes in Computer Science},
  publisher = {Springer},
  year      = {2024},
}
DOI: 10.15468/dl.3r6t74
title: Occurrence Download

description: A dataset containing 5559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 5559 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063328-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7002785
title: Data from: Does a coexisting congener affect the genetic structure and selfing rate via reproductive interference?

description: Data archived here were used for analyses in Katsuhara et al. "Does a coexisting congener affect the genetic structure and selfing rate via reproductive interference?" Data is in two worksheets.
DOI: 10.5281/zenodo.7002786
title: Data from: Does a coexisting congener affect the genetic structure and selfing rate via reproductive interference?

description: Data archived here were used for analyses in Katsuhara et al. "Does a coexisting congener affect the genetic structure and selfing rate via reproductive interference?" Data is in two worksheets.
DOI: 10.15468/dl.5cdpk4
title: Occurrence Download

description: A dataset containing 3457 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies homolepis Siebold & Zucc."
 ]
}

 The dataset includes 3457 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063329-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.