cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.c4xncw
title: Occurrence Download

description: A dataset containing 3652951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 },
 "Issue is Geodetic datum assumed WGS84",
 "Year 2000-2020"
 ]
}

 The dataset includes 3652951 records from 1096 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016462-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96dk3j
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spalerosophis arenarius (Boulenger, 1890)"
 ]
}

 The dataset includes 41 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279473-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fdh7a
title: Occurrence Download

description: A dataset containing 1537 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex geyeri Boott"
 ]
}

 The dataset includes 1537 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120899-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urggho
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Stipagrostis drarii (Täckh.) De Winter",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004007-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fszbf
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Naja nubiae Wüster & Broadley, 2003"
 ]
}

 The dataset includes 55 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280893-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wm6tjx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex gandakiensis Katsuy."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120881-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zoeg1
title: Occurrence Download

description: A dataset containing 1371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cornus racemosa Lam.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1371 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001020-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3ra6y
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ostracoda",
 "HasCoordinate is true",
 "Country is one of (Italy)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226724-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpwumt
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is one of (Colección de Anfibios del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-Am), TNHC Herpetology Collection)",
 "TaxonKey is Dendropsophus molitor (Schmidt, 1857)"
 ]
}

 The dataset includes 299 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120884-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzcidf
title: Occurrence Download

description: A dataset containing 3920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corylus cornuta Marshall",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3920 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001025-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3az4c
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calcarea",
 "HasCoordinate is true",
 "Country is one of (Italy)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226739-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqzqgj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex ×gerhardtii Figert"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120898-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2trun
title: Occurrence Download

description: A dataset containing 373490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 373490 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038038-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63h8m4
title: Occurrence Download

description: A dataset containing 2775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malacostraca",
 "HasCoordinate is true",
 "Country is one of (Italy)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 2775 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226726-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9r48zg
title: Occurrence Download

description: A dataset containing 1364 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex garberi Fernald"
 ]
}

 The dataset includes 1364 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120888-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.niip2d
title: Occurrence Download

description: A dataset containing 107013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1600-2014",
 "Geometry POLYGON((-79.81018 -3.30688,-78.75 -3.60465,-77.49207 -3.47168,-77.19543 -1.48315,-78.75 -0.11628,-79.18396 -0.53833,-79.81018 -3.30688))",
 "HasCoordinate is true",
 "TaxonKey is Animalia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 107013 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047712-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v55teg
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Cynoglossum divaricatum Stephan ex Lehm., Cynoglossum flexuosum (Brand) Kazmi, Cynoglossum foliosum (Paine) Greuter & Burdet)"
 ]
}

 The dataset includes 535 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033076-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11244018
title: LLM Research Repository

description: Overview

Welcome to the Large Language Models (LLM) Repository, a curated collection aimed at researchers, practitioners, and enthusiasts in the field of Natural Language Processing (NLP). This repository offers resources related to Large Language Models, including research papers, theses, tools, datasets, courses, open-source models, and benchmarks. 

1. Research Papers

A compilation of seminal and cutting-edge research papers that shape the field of Large Language Models. This section includes:



Foundational Papers: Groundbreaking papers that laid the framework for LLM research.

Recent Advances: Latest research examining novel architectures, training techniques, and applications.

Survey and Review Articles: Comprehensive surveys and reviews that aggregate findings and offer insightful analysis on various aspects of LLMs.


2. Theses

A collection of master's and doctoral theses that focus on various facets of LLMs, providing in-depth explorations of core concepts, novel methodologies, and empirical studies from all over the world.

3. Tools

A list of tools and libraries essential for working with Large Language Models. This section encompasses:



Development Frameworks: Popular libraries and frameworks.

Utilities: Tools for data preprocessing, model deployment, and inference acceleration.


4. Datasets

A collection of datasets tailored for training and evaluating Large Language Models. This section includes:



Text Corpora: Large-scale text datasets from diverse domains such as news articles, books, and social media.

Annotated Datasets: Datasets with human annotations for tasks such as named entity recognition, sentiment analysis, and machine translation.


5. Courses

A list of university courses related to Large Language Models.

6. Open Source Models

Access to state-of-the-art open-source Large Language Models, allowing you to leverage pre-trained models for various applications. This section includes:



Model Repositories: Links to GitHub repositories and model zoos hosting popular LLMs such as GPT, BERT, T5, and their variants.

Pre-trained Models: Ready-to-use models available through platforms like the Hugging Face Model Hub, including detailed usage instructions and licensing information.

Customized Implementations: Specialized versions and fine-tuned models tailored for specific tasks or domains.


7. Benchmarks

A suite of benchmarks designed to evaluate the performance and robustness of Large Language Models. This section features:



Standard Benchmarks: Widely-accepted benchmarks like GLUE, SuperGLUE, and the LAMBADA dataset.

Challenge Sets: Curated datasets that test specific capabilities of models, such as commonsense reasoning, multilingual understanding, or adversarial robustness.
DOI: 10.5281/zenodo.11243980
title: LLM Research Repository

description: Overview

Welcome to the Large Language Models (LLM) Repository, a curated collection aimed at researchers, practitioners, and enthusiasts in the field of Natural Language Processing (NLP). This repository offers resources related to Large Language Models, including research papers, theses, tools, datasets, courses, open-source models, and benchmarks. 

1. Research Papers

A compilation of seminal and cutting-edge research papers that shape the field of Large Language Models. This section includes:



Foundational Papers: Groundbreaking papers that laid the framework for LLM research.

Recent Advances: Latest research examining novel architectures, training techniques, and applications.

Survey and Review Articles: Comprehensive surveys and reviews that aggregate findings and offer insightful analysis on various aspects of LLMs.


2. Theses

A collection of master's and doctoral theses that focus on various facets of LLMs, providing in-depth explorations of core concepts, novel methodologies, and empirical studies from all over the world.

3. Tools

A list of tools and libraries essential for working with Large Language Models. This section encompasses:



Development Frameworks: Popular libraries and frameworks.

Utilities: Tools for data preprocessing, model deployment, and inference acceleration.


4. Datasets

A collection of datasets tailored for training and evaluating Large Language Models. This section includes:



Text Corpora: Large-scale text datasets from diverse domains such as news articles, books, and social media.

Annotated Datasets: Datasets with human annotations for tasks such as named entity recognition, sentiment analysis, and machine translation.


5. Courses

A list of university courses related to Large Language Models.

6. Open Source Models

Access to state-of-the-art open-source Large Language Models, allowing you to leverage pre-trained models for various applications. This section includes:



Model Repositories: Links to GitHub repositories and model zoos hosting popular LLMs such as GPT, BERT, T5, and their variants.

Pre-trained Models: Ready-to-use models available through platforms like the Hugging Face Model Hub, including detailed usage instructions and licensing information.

Customized Implementations: Specialized versions and fine-tuned models tailored for specific tasks or domains.


7. Benchmarks

A suite of benchmarks designed to evaluate the performance and robustness of Large Language Models. This section features:



Standard Benchmarks: Widely-accepted benchmarks like GLUE, SuperGLUE, and the LAMBADA dataset.

Challenge Sets: Curated datasets that test specific capabilities of models, such as commonsense reasoning, multilingual understanding, or adversarial robustness.
DOI: 10.15468/dl.kndka6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cytisus aeolicus Guss.",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Country is one of (Finland, Ireland, Sweden, Cyprus, Portugal, Netherlands, France, Bulgaria, Romania, Spain, Poland, Czechia, Malta, United Kingdom of Great Britain and Northern Ireland, Austria, Croatia, Slovenia, Slovakia, Germany, Denmark, Italy, Belgium, Gibraltar, Lithuania, Greece, Luxembourg, Latvia, Estonia, Hungary)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033078-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdfq8v
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Encyrtus aurantii (Geoffroy, 1785))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 63 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033079-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg7yzv
title: Occurrence Download

description: A dataset containing 8231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ilex crenata Thunb.)"
 ]
}

 The dataset includes 8231 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033080-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46ygdz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachytrupes megacephalus (Lefebvre, 1827)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Country is one of (Finland, Ireland, Sweden, Cyprus, Portugal, Netherlands, France, Bulgaria, Romania, Spain, Poland, Czechia, Malta, United Kingdom of Great Britain and Northern Ireland, Austria, Croatia, Slovenia, Slovakia, Germany, Denmark, Italy, Belgium, Gibraltar, Lithuania, Greece, Luxembourg, Latvia, Estonia, Hungary)"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033081-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gm9a7v
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zamenis lineatus (Camerano, 1891)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Country is one of (Finland, Ireland, Sweden, Cyprus, Portugal, Netherlands, France, Bulgaria, Romania, Spain, Poland, Czechia, Malta, United Kingdom of Great Britain and Northern Ireland, Austria, Croatia, Slovenia, Slovakia, Germany, Denmark, Italy, Belgium, Gibraltar, Lithuania, Greece, Luxembourg, Latvia, Estonia, Hungary)"
 ]
}

 The dataset includes 59 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033082-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nxg8m
title: Occurrence Download

description: A dataset containing 7434 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Tripidium ravennae (L.) H.Scholz)"
 ]
}

 The dataset includes 7434 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033084-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9tnbp
title: Occurrence Download

description: A dataset containing 8896 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Puschkinia scilloides Adams)"
 ]
}

 The dataset includes 8896 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033083-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gj8z9
title: Occurrence Download

description: A dataset containing 431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Cyperus filipes Benth., Cyperus fimbristylis Roem. & Schult., Cyperus fischerianus G.W.Schimp. ex A.Rich.)"
 ]
}

 The dataset includes 431 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033085-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrxmju
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centranthus amazonum Fridl. & A.Raynal",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Country is one of (Finland, Ireland, Sweden, Cyprus, Portugal, Netherlands, France, Bulgaria, Romania, Spain, Poland, Czechia, Malta, United Kingdom of Great Britain and Northern Ireland, Austria, Croatia, Slovenia, Slovakia, Germany, Denmark, Italy, Belgium, Gibraltar, Lithuania, Greece, Luxembourg, Latvia, Estonia, Hungary)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033086-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps85ta
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cremnophyton lanfrancoi Brullo & Pavone",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Country is one of (Finland, Ireland, Sweden, Cyprus, Portugal, Netherlands, France, Bulgaria, Romania, Spain, Poland, Czechia, Malta, United Kingdom of Great Britain and Northern Ireland, Austria, Croatia, Slovenia, Slovakia, Germany, Denmark, Italy, Belgium, Gibraltar, Lithuania, Greece, Luxembourg, Latvia, Estonia, Hungary)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033088-240506114902167/datasets/export for details.
DOI: 10.15468/dl.5e243a
title: Occurrence Download

description: A dataset containing 12384 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Impatiens balfourii Hook.fil.)"
 ]
}

 The dataset includes 12384 records from 449 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033087-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzc48m
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helichrysum melitense (Pignatti) Brullo, Lanfr., Pavone & Ronsisv.",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Country is one of (Finland, Ireland, Sweden, Cyprus, Portugal, Netherlands, France, Bulgaria, Romania, Spain, Poland, Czechia, Malta, United Kingdom of Great Britain and Northern Ireland, Austria, Croatia, Slovenia, Slovakia, Germany, Denmark, Italy, Belgium, Gibraltar, Lithuania, Greece, Luxembourg, Latvia, Estonia, Hungary)"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033090-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6fz4k
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Encyrtus infelix (Embleton, 1902))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033089-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.