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

description: A dataset containing 2679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ocotea cernua (Nees) Mez"
 ]
}

 The dataset includes 2679 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047803-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dyfer
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Perezia prenanthoides Less."
 ]
}

 The dataset includes 123 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029269-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja769q
title: Occurrence Download

description: A dataset containing 739526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Melanerpes formicivorus (Swainson, 1827)",
 "Year 1901-2020"
 ]
}

 The dataset includes 739526 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031929-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112030425
title: Cuneiform Tablet 1913.14.1525, Spurlock 1913.14.1525

description: [Text Description:] Delivery of tax ❧ [Text or Publication Number Note:] Spurlock 1913.14.1525; CDLI P421377 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 3.8 x 3 x 1.7 cm (16 g)
DOI: 10.15468/dl.m466ww
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonora mutabilis Stickel, 1943"
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039932-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y7nsy
title: Occurrence Download

description: A dataset containing 986 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hoplosternum littorale (Hancock, 1828)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 986 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023631-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fykgjz
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe velutina Welw. ex Britten"
 ]
}

 The dataset includes 56 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000658-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7cdrm
title: Occurrence Download

description: A dataset containing 861 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plestiodon lynxe (Wiegmann, 1834)"
 ]
}

 The dataset includes 861 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031932-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112030431
title: Cuneiform Tablet 1913.14.1525, Spurlock 1913.14.1525

description: [Text Description:] Delivery of tax ❧ [Text or Publication Number Note:] Spurlock 1913.14.1525; CDLI P421377 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 3.8 x 3 x 1.7 cm (16 g)
DOI: 10.15468/dl.dj94sk
title: Occurrence Download

description: A dataset containing 98667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaenorhinum minus (L.) Lange",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98667 records from 785 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036931-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6ctu7
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Siphlophis cervinus (Laurenti, 1768)"
 ]
}

 The dataset includes 266 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012450-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et7wq7
title: Occurrence Download

description: A dataset containing 23452 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material sample"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Copris Geoffroy, 1762"
 ]
}

 The dataset includes 23452 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000090-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8h94p6
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Erythrina coralloides Moc. & Sessé ex DC."
 ]
}

 The dataset includes 270 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256314-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezx2qg
title: Occurrence Download

description: A dataset containing 153206 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 "Year 1950-2018",
 "HasCoordinate is true",
 "TaxonKey is Cardellina canadensis (Linnaeus, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 153206 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014146-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcpgka
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.32861 23.95679,113.20752 23.02515,114.15674 22.7439,116.47705 23.35913,117.8877 24.4292,119.13135 25.80249,120.1333 27.2439,120.44971 29.68726,119.46533 32.23608,117.18018 32.85132,115.36963 32.85132,113.96338 32.71069,112.06494 32.11304,111.01025 28.89624,111.23877 26.61108,111.2915 25.64429,112.32861 23.95679))",
 "TaxonKey is Cardiocrinum cathayanum (E.H.Wilson) Stearn"
 ]
}

 The dataset includes 39 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043303-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkqyzn
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((19.86786 -33.19905,20.26886 -33.19905,20.26886 -33.03872,19.86786 -33.03872,19.86786 -33.19905))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 234 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074524-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ptjlb
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.32 24.34,-87.32 30.8,-79.71 30.8,-79.71 24.34,-87.32 24.34))",
 "HasCoordinate is true",
 "TaxonKey is Hemidactylus garnotii Duméril & Bibron, 1836",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 139 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014147-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yemsy
title: Occurrence Download

description: A dataset containing 11840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Schisandraceae"
 ]
}

 The dataset includes 11840 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263964-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99r8yt
title: Occurrence Download

description: A dataset containing 3669 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Horminum pyrenaicum L."
 ]
}

 The dataset includes 3669 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219446-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb3aqy
title: Occurrence Download

description: A dataset containing 373244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alopochen aegyptiaca (Linnaeus, 1766), Alternanthera philoxeroides (Mart.) Griseb., Asclepias syriaca L., Baccharis halimifolia L., Cabomba caroliniana A.Gray, Callosciurus erythraeus (Pallas, 1779), Corvus splendens Vieillot, 1817, Eichhornia crassipes (Mart.) Solms, Elodea nuttallii (Planch.) H.St.John, Eriocheir sinensis H.Milne Edwards, 1853, Gunnera tinctoria (Molina) Mirb., Heracleum mantegazzianum Sommier & Levier, Heracleum persicum Desf., Heracleum sosnowskyi Manden., Herpestes javanicus (É.Geoffroy Saint-Hilaire, 1818), Hydrocotyle ranunculoides L.fil., Impatiens glandulifera Royle, Lagarosiphon major (Ridl.) Moss, Lepomis gibbosus (Linnaeus, 1758), Lithobates catesbeianus (Shaw, 1802), Ludwigia grandiflora (Michx.) Greuter & Burdet, Ludwigia peploides (Kunth) P.H.Raven, Lysichiton americanus Hultén & H.St.John, Muntiacus reevesi (Ogilby, 1839), Myocastor coypus (Molina, 1782), Myriophyllum aquaticum (Vell.) Verdc., Myriophyllum heterophyllum Michx., Nasua nasua (Linnaeus, 1766), Nyctereutes procyonoides (Gray, 1834), Ondatra zibethicus (Linnaeus, 1766), Orconectes limosus (Rafinesque, 1817), Orconectes virilis (Hagen, 1870), Oxyura jamaicensis (J.F.Gmelin, 1789), Pacifastacus leniusculus (Dana, 1852), Parthenium hysterophorus L., Pennisetum setaceum (Forssk.) Chiov., Perccottus glenii Dybowski, 1877, Procambarus clarkii (Girard, 1852), Procambarus fallax (Hagen, 1870), Procyon lotor (Linnaeus, 1758), Pseudorasbora parva (Temminck & Schlegel, 1846), Pueraria montana (Lour.) Merr., Pueraria montana var. lobata (Willd.) Maesen & S.M.Almeida ex Sanjappa & Predeep, Sciurus carolinensis Gmelin, 1788, Sciurus niger Linnaeus, 1758, Tamias sibiricus (Laxmann, 1769), Threskiornis aethiopicus (Latham, 1790), Trachemys Agassiz, 1857, Vespa velutina Lepeletier, 1836, Acacia saligna (Labill.) H.L.Wendl., Acacia cyanophylla Lindl., Acridotheres tristis (Linnaeus, 1766), Ailanthus altissima (Mill.) Swingle, Andropogon virginicus L., Arthurdendyus triangulatus (Dendy, 1895), Cardiospermum grandiflorum Sw., Cortaderia jubata (Lemoine) Stapf, Ehrharta calycina Sm., Gymnocoronis spilanthoides DC., Humulus scandens (Lour.) Merr., Lespedeza cuneata (Dum.Cours.) G.Don, Lespedeza juncea var. sericea (Thunb.) Lace & Hauech, Lygodium japonicum (Thunb.) Sw., Plotosus lineatus (Thunberg, 1787), Prosopis juliflora (Sw.) DC., Salvinia ×molesta D.S.Mitch., Salvinia adnata Desv., Triadica sebifera (L.) Small, Sapium sebiferum (L.) Roxb., Salvinia auriculata Aubl., Salvinia Ség., Persicaria perfoliata (L.) H.Gross, Microstegium vimineum (Trin.) A.Camus)",
 "HasCoordinate is true",
 "Country is Belgium",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 373244 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215188-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.955wrk
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glyphoglossus guttulatus (Blyth, 1856)"
 ]
}

 The dataset includes 270 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263951-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjwk5a
title: Occurrence Download

description: A dataset containing 8963 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Liparis loeselii (L.) Rich.",
 "TaxonKey is Liparus glabrirostris Küster, 1849",
 "TaxonKey is Lipeurus caponis (Linnaeus, 1758)",
 "TaxonKey is Lipocarpha mexicana Liebm.",
 "TaxonKey is Lipocarpha rehmannii (Ridl.) Goetgh.",
 "TaxonKey is Pterygoplichthys multiradiatus (Hancock, 1828)",
 "TaxonKey is Liposcelis bostrychophila Badonnel, 1931",
 "TaxonKey is Liposcelis brunnea Motschulsky, 1852",
 "TaxonKey is Liposcelis corrodens (Heymons, 1909)",
 "TaxonKey is Liposcelis decolor (Pearman, 1925)",
 "TaxonKey is Lipsothrix nervosa Edwards, 1938"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8963 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014147-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twxwu4
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.66262 17.46552,-97.6791 17.44766,-97.69283 17.4202,-97.6997 17.38449,-97.69627 17.35291,-97.68734 17.33917,-97.67155 17.30896,-97.65163 17.30072,-97.61799 17.2863,-97.56786 17.28561,-97.5404 17.30278,-97.51568 17.33437,-97.49851 17.38243,-97.48976 17.42294,-97.48821 17.43599,-97.49508 17.46002,-97.50881 17.48405,-97.51851 17.49332,-97.52598 17.49916,-97.54314 17.50603,-97.56786 17.50946,-97.58572 17.50877,-97.62554 17.49916,-97.64545 17.48062,-97.66262 17.46552))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 352 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238519-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hjbvu
title: Occurrence Download

description: A dataset containing 805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Sepia vossi Khromov, 1996",
 "TaxonKey is Sepia reesi Adam, 1979",
 "TaxonKey is Sepia orbignyana Férussac, 1826",
 "TaxonKey is Sepia madokai Adam, 1939",
 "TaxonKey is Sepia hedleyi S.S.Berry, 1918",
 "TaxonKey is Sepia elegans Blainville, 1827",
 "TaxonKey is Sepia cultrata Hoyle, 1885"
 ]
 }
 ]
}

 The dataset includes 805 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237959-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eckva9
title: Occurrence Download

description: A dataset containing 11183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orcinus Fitzinger, 1860"
 ]
}

 The dataset includes 11183 records from 320 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266490-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg496t
title: Occurrence Download

description: A dataset containing 1961 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Yucca brevifolia Engelm."
 ]
}

 The dataset includes 1961 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014147-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2kyj9
title: Occurrence Download

description: A dataset containing 26115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gnatholepis thompsoni Jordan, 1904)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26115 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050106-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mxfkq
title: Occurrence Download

description: A dataset containing 22265 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veronica verna L."
 ]
}

 The dataset includes 22265 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226279-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tw6m2
title: Occurrence Download

description: A dataset containing 4163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium nipponicum (Maxim.) Makino",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 4163 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048376-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggwrem
title: Occurrence Download

description: A dataset containing 473 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salurnis marginella (Guérin-Méneville, 1829)"
 ]
}

 The dataset includes 473 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048377-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14553960
title: This project aims to identify the optimal window size for classifying important citations in research papers. By determining the best window size, we can enhance the accuracy and efficiency of citation importance detection, which plays a crucial role in understanding the significance of references in academic writing.

description: Purpose:This project focuses on optimizing the window size parameter for semantic classification models to identify important in-text citations within research papers. The goal is to enhance the accuracy and efficiency of citation importance detection, which aids in understanding the contextual and intent-based significance of citations in academic writing.

Datasets Used:



SciCite: A benchmark dataset for citation intent classification.

ACL-ARC: A dataset commonly used for citation context analysis.


Methodology:



Multiple machine learning and deep learning models were implemented, including:



Machine Learning Models: SVM, Naive Bayes, Decision Tree.

Deep Learning Models: CNN, LSTM, GRU.



The models were evaluated at different window sizes to determine the one that yields optimal performance.

Metrics such as accuracy, precision, and recall were used to assess the models.


Results:



The experiments revealed that a window size of 10 produced the most accurate and reliable results across various models.

This finding highlights the importance of parameter tuning in citation classification tasks.


Conclusion:This project demonstrates the critical role of selecting an optimal window size in improving the performance of semantic classification models. The results provide valuable insights for future research in citation analysis and related fields.

Significance:Accurately classifying important citations can:



Help in evaluating the influence of research work.

Improve tools for literature reviews and scientific discovery.

Aid automated systems in summarizing or prioritizing references in academic writing.


Repository Structure:The project repository contains the following:



data/: Preprocessed datasets from SciCite and ACL-ARC.

models/: Implemented machine learning and deep learning models.

results/: Performance metrics and visualizations for different window sizes.

scripts/: Code for training and evaluating the models