cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2ue3xa
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrotaea spinigera (Stein, 1910)"
 ]
}

 The dataset includes 58 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075923-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8j7rmq
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrotaea spinigera (Stein, 1910)"
 ]
}

 The dataset includes 58 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075922-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00002813.0
title: Data Package for study.

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.15468/dl.62tu7q
title: Occurrence Download

description: A dataset containing 33347598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer platanoides L., Acer pseudoplatanus L., Acer tataricum L., Cornus mas L., Cornus sanguinea L., Ilex aquifolium L., Sambucus nigra L., Abies alba Mill., Betula pendula Roth, Betula pubescens Ehrh., Cotoneaster niger (Ehrh.) Fr., Populus alba L., Populus nigra L., Populus tremula L., Salix acutifolia Willd., Salix appendiculata Vill., Salix aurita L., Salix bebbiana Sarg., Salix borealis Fr., Salix caesia Vill., Salix caprea L., Salix cinerea L., Salix daphnoides Vill., Salix eleagnos Scop., Salix glabra Scop., Salix gmelinii Pall., Salix laggeri Wimm., Salix myrsinifolia Salisb., Salix pentandra L., Salix purpurea L., Salix pyrolifolia Ledeb., Salix silesiaca Willd., Salix triandra L., Salix viminalis L., Tilia cordata Mill., Tilia platyphyllos Scop., Ulmus glabra Huds., Ulmus laevis Pall., Ulmus minor Mill., Viburnum lantana L., Rhamnus cathartica L., Rhamnus fallax Boiss., Euonymus europaeus L., Rosaceae, Pyrus communis L., Juniperus communis L., Fraxinus angustifolia Vahl, Fraxinus excelsior L., Fraxinus ornus L., Buxus sempervirens L., Larix decidua Mill., Frangula alnus Mill., Malus sylvestris Mill.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33347598 records from 7518 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075909-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6knzb
title: Occurrence Download

description: A dataset containing 2200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithospermum incisum Lehm.",
 "Geometry POLYGON((-111 36, -99 36, -99 45, -111 45, -111 36))"
 ]
}

 The dataset includes 2200 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017710-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8xud3
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna of a small temporary quary pond from Pune University Campus, Pune, Maharashtra, India"
 ]
}

 The dataset includes 151 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017709-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28218227
title: E-Commerce Summarization Demo

description: The for https://llmdocs.deepchecks.com/docs/summarization-demo
DOI: 10.6084/m9.figshare.28218227.v9
title: E-Commerce Summarization Demo

description: The for https://llmdocs.deepchecks.com/docs/summarization-demo
DOI: 10.6084/m9.figshare.28218227.v8
title: E-Commerce Summarization Demo

description: The for https://llmdocs.deepchecks.com/docs/summarization-demo
DOI: 10.5281/zenodo.18110161
title: Uniformity Asymmetry: An Exploratory Metric for Detecting Representational Preferences in LLM Embeddings – Code and Dataset

description: Replication package for the paper "Uniformity Asymmetry: An Exploratory Metric for Detecting Representational Preferences in LLM Embeddings".

CITE ASD'Elia, D. (2025). Uniformity Asymmetry – Code and Dataset. Zenodo. https://doi.org/10.5281/zenodo.18110161

CONTENTS• uniformity_asymmetry_clean.py – Standalone Python validation script• Uniformity_Asymmetry_Validation.ipynb – Google Colab notebook• dataset.json – 230 statement pairs across 6 categories• Validation results for 4 models (Gemma-2-9B, Llama-3.1-8B, Mistral-7B-v0.1, Apertus-8B)• Bitcoin blockchain timestamp (.ots) for priority proof

METHODUniformity Asymmetry measures representational clustering differences between semantically equivalent statements with different framings. Side A contains abstract/conceptual formulations, Side B contains concrete/numeric formulations. Statistical validation uses 10,000 bootstrap resamples with 95% confidence intervals and Cohen's d effect sizes.

IMPORTANT CAVEATThe dataset design introduces a structural confound: Side A statements are consistently more abstract/conceptual than Side B. Observed asymmetries may reflect representational compression rather than normative preferences. These findings are exploratory and require validation with balanced datasets.

DISCLAIMERThis is an independent research project conducted by the author in a private capacity. The affiliated institution provided no funding, supervision, or resources for this work.

REQUIREMENTSPython 3.10+, transformers, torch, accelerate, numpy, scipy

LICENSEMIT License
DOI: 10.5281/zenodo.18110160
title: Uniformity Asymmetry: An Exploratory Metric for Detecting Representational Preferences in LLM Embeddings – Code and Dataset

description: Replication package for the paper "Uniformity Asymmetry: An Exploratory Metric for Detecting Representational Preferences in LLM Embeddings".

CITE ASD'Elia, D. (2025). Uniformity Asymmetry – Code and Dataset. Zenodo. https://doi.org/10.5281/zenodo.18110161

CONTENTS• uniformity_asymmetry_clean.py – Standalone Python validation script• Uniformity_Asymmetry_Validation.ipynb – Google Colab notebook• dataset.json – 230 statement pairs across 6 categories• Validation results for 4 models (Gemma-2-9B, Llama-3.1-8B, Mistral-7B-v0.1, Apertus-8B)• Bitcoin blockchain timestamp (.ots) for priority proof

METHODUniformity Asymmetry measures representational clustering differences between semantically equivalent statements with different framings. Side A contains abstract/conceptual formulations, Side B contains concrete/numeric formulations. Statistical validation uses 10,000 bootstrap resamples with 95% confidence intervals and Cohen's d effect sizes.

IMPORTANT CAVEATThe dataset design introduces a structural confound: Side A statements are consistently more abstract/conceptual than Side B. Observed asymmetries may reflect representational compression rather than normative preferences. These findings are exploratory and require validation with balanced datasets.

DISCLAIMERThis is an independent research project conducted by the author in a private capacity. The affiliated institution provided no funding, supervision, or resources for this work.

REQUIREMENTSPython 3.10+, transformers, torch, accelerate, numpy, scipy

LICENSEMIT License
DOI: 10.3886/e242109v1
title: Ekiti State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Ekiti State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242110v1
title: Enugu State University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Enugu State University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242111v1
title: Ibrahim Badamasi Babangida University, Lapai 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Ibrahim Badamasi Babangida University, Lapai 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.6084/m9.figshare.30979726
title: Dataset for AI Dependency Dual-Path Model

description: This study tests a dual-path model of generative artificial intelligence (GenAI) dependency and its associations with health information-seeking behavior and advice adoption. The model proposes that perceiving GenAI as a functional assistant relates to machine-heuristic perceptions, while perceiving it as a social companion relates to anthropomorphic perceptions. Both mechanisms are expected to predict intention to seek health information via GenAI, which in turn predicts willingness to adopt its health advice. A nationally representative survey of 1,200 South Korean adults was conducted in April 2025 using stratified cluster sampling. Partial least squares structural equation modeling (PLS-SEM) supported the proposed associations. Perceiving GenAI as an assistant predicted stronger machine-heuristic perceptions, while viewing it as a companion predicted higher anthropomorphic perceptions. Both pathways were positively related to intention to seek health information, which strongly predicted willingness to adopt GenAI-generated advice. These findings extend health information research by showing that GenAI functions not only as a source of knowledge acquisition but also as a potential advisor, with distinct cognitive and relational pathways of user dependency.
DOI: 10.6084/m9.figshare.30979726.v1
title: Dataset for AI Dependency Dual-Path Model

description: This study tests a dual-path model of generative artificial intelligence (GenAI) dependency and its associations with health information-seeking behavior and advice adoption. The model proposes that perceiving GenAI as a functional assistant relates to machine-heuristic perceptions, while perceiving it as a social companion relates to anthropomorphic perceptions. Both mechanisms are expected to predict intention to seek health information via GenAI, which in turn predicts willingness to adopt its health advice. A nationally representative survey of 1,200 South Korean adults was conducted in April 2025 using stratified cluster sampling. Partial least squares structural equation modeling (PLS-SEM) supported the proposed associations. Perceiving GenAI as an assistant predicted stronger machine-heuristic perceptions, while viewing it as a companion predicted higher anthropomorphic perceptions. Both pathways were positively related to intention to seek health information, which strongly predicted willingness to adopt GenAI-generated advice. These findings extend health information research by showing that GenAI functions not only as a source of knowledge acquisition but also as a potential advisor, with distinct cognitive and relational pathways of user dependency.
DOI: 10.3886/e242112v1
title: Ignatius Ajuru University of Education 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Imo State University, Owerri 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242113v1
title: Kaduna State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Kaduna State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242114v1
title: Kano University of Science & Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Kano University of Science & Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242115v1
title: Kebbi State University, Kebbi 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Kebbi State University, Kebbi 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242116v1
title: Kogi State University Anyigba 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Kogi State University Anyigba 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242118v1
title: Ladoke Akintola University of Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Ladoke Akintola University of Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242117v1
title: Kwara State University, Ilorin 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Kwara State University, Ilorin 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242119v1
title: Ondo State University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Ondo State University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242120v1
title: River State University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: River State University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242121v1
title: Olabisi Onabanjo University, Ago Iwoye 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Olabisi Onabanjo University, Ago Iwoye 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.6084/m9.figshare.25751136
title: Dataset 5 (video camera data) and metadata for manuscript: Revisiting the predation paradox for the Wood Thrush, a declining Neotropical migrant

description: See text file for metadata.
DOI: 10.6084/m9.figshare.25751136.v1
title: Dataset 5 (video camera data) and metadata for manuscript: Revisiting the predation paradox for the Wood Thrush, a declining Neotropical migrant

description: See text file for metadata.
DOI: 10.3886/e242122v1
title: Lagos State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Lagos State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.9fy6p7
title: Occurrence Download

description: A dataset containing 566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyrgus onopordi",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 566 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069904-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242123v1
title: Niger Delta University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Niger Delta University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242124v1
title: Nasarawa State University Keffi 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Nasarawa State University Keffi 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242125v1
title: Tai Solarin University of Education 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Tai Solarin University of Education 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242126v1
title: Osun State University Osogbo 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Osun State University Osogbo 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242127v1
title: Taraba State University, Jalingo 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Taraba State University, Jalingo 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242128v1
title: Northwest University Kano 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Northwest University Kano 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242129v1
title: Ondo State University of Medical Sciences 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Ondo State University of Medical Sciences 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18018164
title: Aktivita lipasy_IČ_výsledky 2024+2025
DOI: 10.5281/zenodo.18018163
title: Aktivita lipasy_IČ_výsledky 2024+2025
DOI: 10.3886/e242130v1
title: Edo State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Edo State University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.34740/kaggle/dsv/14354544
title: Large-Scale Math Reasoning Dataset (520K)
DOI: 10.3886/e242131v1
title: Kingsley Ozumba Mbadiwe University Ogboko 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

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DOI: 10.3886/e242133v1
title: Moshood Abiola University of Science and Technology Abeokuta 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

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DOI: 10.6084/m9.figshare.25751214
title: Dataset 6 (vegetation data for Wood Thrush nests) and metadata for manuscript: Revisiting the predation paradox for the Wood Thrush, a declining Neotropical migrant

description: See text file for metadata.
DOI: 10.6084/m9.figshare.25751214.v1
title: Dataset 6 (vegetation data for Wood Thrush nests) and metadata for manuscript: Revisiting the predation paradox for the Wood Thrush, a declining Neotropical migrant

description: See text file for metadata.
DOI: 10.3886/e242134v1
title: Gombe State University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

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DOI: 10.3886/e242135v1
title: Bayelsa Medical University of Science and Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

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DOI: 10.3886/e242136v1
title: Bayelsa Medical University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

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DOI: 10.3886/e242137v1
title: Confluence University of Science and Technology, Osara 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

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DOI: 10.15468/dl.6njz7p
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionKey is 8609440a-a2ea-4e76-a90b-034f607c48e1",
 "Geometry POLYGON((-93.82093 49.76962,-93.84712 49.77013,-93.86878 49.77153,-93.88829 49.73933,-93.87962 49.65804,-93.85578 49.59207,-93.80486 49.56608,-93.76586 49.56608,-93.73336 49.59699,-93.69327 49.61524,-93.64668 49.63349,-93.60335 49.65944,-93.59576 49.7008,-93.65083 49.78012,-93.72126 49.8018,-93.82093 49.76962))"
 ]
}

 The dataset includes 57 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069905-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.