cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17076632
title: PUDL Raw Mine Safety and Health Administration (MSHA) Mines

description: The Mine dataset lists all Coal and Metal/Non-Metal mines under MSHA's jurisdiction. It includes such information as the current status of each mine (Active, Abandoned, NonProducing, etc.), the current owner and operating company, commodity codes and physical attributes of the mine. Archived from 
https://arlweb.msha.gov/OpenGovernmentData/OGIMSHA.asp

This archive contains raw input data for the Public Utility Data Liberation (PUDL)
software developed by Catalyst Cooperative. It is
organized into Frictionless
Data Packages. For additional information about this data and PUDL, see the
following resources:


  
The PUDL Repository on GitHub
  
PUDL Documentation
  
Other Catalyst Cooperative data archives
DOI: 10.15468/dl.nqc6sb
title: Occurrence Download

description: A dataset containing 2660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tulipa sylvestris"
 ]
}

 The dataset includes 2660 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042815-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16790149
title: Psychological and Biological Long-term Consequences of Trauma in Survivors of  Shingal Genocide/Yazidi Population

description: Anonymized dataset from the doctoral research project: Psychological and Biological Long-term Consequences of Trauma, conducted at the Department of Psychology, University of Tübingen, Germany. Contains data on trauma-related mental health outcomes, including PTSD, depression, perceived stress, and somatic symptoms. Due to ethical restrictions, access is available from the corresponding author upon reasonable request.
DOI: 10.5281/zenodo.17079885
title: Psychological and Biological Long-term Consequences of Trauma in Survivors of  Shingal Genocide/Yazidi Population

description: Anonymized dataset from the doctoral research project: Psychological and Biological Long-term Consequences of Trauma, conducted at the Department of Psychology, University of Tübingen, Germany. Contains data on trauma-related mental health outcomes, including PTSD, depression, perceived stress, and somatic symptoms. Due to ethical restrictions, access is available from the corresponding author upon reasonable request.
DOI: 10.5281/zenodo.17076661
title: PUDL Raw Pipelines and Hazardous Materials Safety Administration (PHMSA) Annual Natural Gas Report

description: Annual reports submitted to PHMSA from gas distribution, gas gathering, gas transmission, liquefied natural gas, and underground gas storage system operators. Annual reports include information such as total pipeline mileage, facilities, commodities transported, miles by material, and installation dates. Archived from https://www.phmsa.dot.gov/data-and-statistics/pipeline/gas-distribution-gas-gathering-gas-transmission-hazardous-liquids


This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



	
The PUDL Repository on GitHub
	
PUDL Documentation
	
Other Catalyst Cooperative data archives
DOI: 10.17877/tudodata-2025-m91hndcr
title: Klassische und populäre Satzmodelle

description: Klassische und populäre Satzmodelle für den Harmonielehre-, Gehörbildungs- und Liedbegleitungsunterricht an der TU Dortmund.
DOI: 10.5281/zenodo.17079751
title: Speed and Conversational Large Language Models (LLMs): Not All Is About Tokens per Second

description: Speed and Conversational Large Language Models (LLMs): Not All Is About Tokens per Second

This repository contains the results of benchmarking different language models across three main NLP tasks including the time of response, the raw response and the number of tokens:





Task 1: Answering test-style questions.




Task 2: Paraphrasing (text reformulation).




Task 3: Multiple choice question answering.



Each file has the following structure: task{N}_benchmark_{MODEL}_{BITS}.

where:





{N} → task number (1, 2, or 3).




{MODEL} → the model tested (e.g., Llama-2-7b-chat-hf).




{BITS} → model precision (e.g., 16bits).





File Structure

Examples of available combinations in this repository:

Task 1





task1_benchmark_Llama-2-7b-chat-hf_16bits.xlsx




task1_benchmark_Meta-Llama-3-8B-Instruct_16bits.xlsx




task1_benchmark_Mistral-7B-Instruct-v0.1_16bits.xlsx




task1_benchmark_Yi-6B-Chat_16bits.xlsx




task1_benchmark_gemma-7b-it_16bits.xlsx



Task 2





task2_benchmark_Llama-2-7b-chat-hf_16bits.xlsx




task2_benchmark_Meta-Llama-3-8B-Instruct_16bits.xlsx




task2_benchmark_Yi-6B-Chat_16bits.xlsx




task2_benchmark_gemma-7b-it_16bits.xlsx



Task 3





task3_benchmark_Llama-2-7b-chat-hf_16bits.xlsx




task3_benchmark_Meta-Llama-3-8B-Instruct_16bits.xlsx




task3_benchmark_Mistral-7B-Instruct-v0.1_16bits.xlsx




task3_benchmark_Yi-6B-Chat_16bits.xlsx




task3_benchmark_gemma-7b-it_16bits.xlsx





File Template

Each file follows a common structure with at least the following fields:





Input → Prompt given to the model




Model → Model name




Raw Output → Unprocessed raw response




Tokens Used → Total tokens consumed/generated




Execution Time (s) → Total inference duration





Models Evaluated

The following language models were benchmarked:





Llama-2-7b-chat-hf




Meta-Llama-3-8B-Instruct




Mistral-7B-Instruct-v0.1




Yi-6B-Chat




gemma-7b-it



All were executed in 16-bit precision.

 

 

Reference

If you use this repository, please cite the following article:

Conde, J., González, M., Reviriego, P., Gao, Z., Liu, S., & Lombardi, F. (2024).Speed and Conversational Large Language Models: Not All Is About Tokens per Second.Computer, 57(8), 74-80.doi: 10.1109/MC.2024.3399384

BibTeX entry:





@ARTICLE{
10632720, 
author={Conde, Javier and González, Miguel and Reviriego, Pedro and Gao, Zhen and Liu, Shanshan and Lombardi, Fabrizio}, 
journal={Computer}, 
title={Speed and Conversational Large Language Models: Not All Is About Tokens per Second}, 
year={2024}, 
volume={57}, 
number={8}, 
pages={74-80}, 
keywords={Large language models;Chatbots;Artificial intelligence;User interfaces;Business;Open source software;Source coding;Performance evaluation;Costs;Investment;Modeling}, 
doi={10.1109/MC.2024.3399384}
}
DOI: 10.5281/zenodo.17079752
title: Speed and Conversational Large Language Models (LLMs): Not All Is About Tokens per Second

description: Speed and Conversational Large Language Models (LLMs): Not All Is About Tokens per Second

This repository contains the results of benchmarking different language models across three main NLP tasks including the time of response, the raw response and the number of tokens:





Task 1: Answering test-style questions.




Task 2: Paraphrasing (text reformulation).




Task 3: Multiple choice question answering.



Each file has the following structure: task{N}_benchmark_{MODEL}_{BITS}.

where:





{N} → task number (1, 2, or 3).




{MODEL} → the model tested (e.g., Llama-2-7b-chat-hf).




{BITS} → model precision (e.g., 16bits).





File Structure

Examples of available combinations in this repository:

Task 1





task1_benchmark_Llama-2-7b-chat-hf_16bits.xlsx




task1_benchmark_Meta-Llama-3-8B-Instruct_16bits.xlsx




task1_benchmark_Mistral-7B-Instruct-v0.1_16bits.xlsx




task1_benchmark_Yi-6B-Chat_16bits.xlsx




task1_benchmark_gemma-7b-it_16bits.xlsx



Task 2





task2_benchmark_Llama-2-7b-chat-hf_16bits.xlsx




task2_benchmark_Meta-Llama-3-8B-Instruct_16bits.xlsx




task2_benchmark_Yi-6B-Chat_16bits.xlsx




task2_benchmark_gemma-7b-it_16bits.xlsx



Task 3





task3_benchmark_Llama-2-7b-chat-hf_16bits.xlsx




task3_benchmark_Meta-Llama-3-8B-Instruct_16bits.xlsx




task3_benchmark_Mistral-7B-Instruct-v0.1_16bits.xlsx




task3_benchmark_Yi-6B-Chat_16bits.xlsx




task3_benchmark_gemma-7b-it_16bits.xlsx





File Template

Each file follows a common structure with at least the following fields:





Input → Prompt given to the model




Model → Model name




Raw Output → Unprocessed raw response




Tokens Used → Total tokens consumed/generated




Execution Time (s) → Total inference duration





Models Evaluated

The following language models were benchmarked:





Llama-2-7b-chat-hf




Meta-Llama-3-8B-Instruct




Mistral-7B-Instruct-v0.1




Yi-6B-Chat




gemma-7b-it



All were executed in 16-bit precision.

 

 

Reference

If you use this repository, please cite the following article:

Conde, J., González, M., Reviriego, P., Gao, Z., Liu, S., & Lombardi, F. (2024).Speed and Conversational Large Language Models: Not All Is About Tokens per Second.Computer, 57(8), 74-80.doi: 10.1109/MC.2024.3399384

BibTeX entry:





@ARTICLE{
10632720, 
author={Conde, Javier and González, Miguel and Reviriego, Pedro and Gao, Zhen and Liu, Shanshan and Lombardi, Fabrizio}, 
journal={Computer}, 
title={Speed and Conversational Large Language Models: Not All Is About Tokens per Second}, 
year={2024}, 
volume={57}, 
number={8}, 
pages={74-80}, 
keywords={Large language models;Chatbots;Artificial intelligence;User interfaces;Business;Open source software;Source coding;Performance evaluation;Costs;Investment;Modeling}, 
doi={10.1109/MC.2024.3399384}
}
DOI: 10.15468/dl.kb5mtw
title: Occurrence Download

description: A dataset containing 64371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1952",
 "Year is less than or equal to 1952"
 ]
}

 The dataset includes 64371 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042786-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17079897
title: El papel de la inteligencia artificial en la toma de decisiones judiciales: una revisión sistemática
title: The Role of Artificial Intelligence in Judicial Decision-Making: A Systematic Review

description: El uso de la inteligencia artificial (IA) en el poder judicial está transformando la forma en que se analizan, procesan y resuelven los distintos casos legales. Este estudio tiene como objetivo proporcionar una visión integral de las tecnologías de IA que actualmente apoyan la toma de decisiones judiciales. A través de una revisión sistemática basada en los lineamientos de la metodología PRISMA, se seleccionaron y analizaron 115 estudios relevantes publicados en los últimos cinco años. Los resultados evidencian que la implementación de tecnologías como el procesamiento de lenguaje natural (NLP), el aprendizaje automático (ML), el aprendizaje profundo (DL) y los modelos de lenguaje de gran escala (LLM) facilita tareas como la predicción de sentencias y el análisis jurisprudencial, contribuyendo a una toma de decisiones más informada. Finalmente, se presentan algunos marcos regulatorios internacionales que delimitan y orientan el uso de estas herramientas tecnológicas en el ámbito judicial.
description: The use of artificial intelligence (AI) in the judiciary is progressively transforming the way legal cases are analyzed, processed, and resolved. This study aims to provide a comprehensive overview of AI technologies currently supporting judicial decision-making. Through a systematic review based on the PRISMA methodology, 115 relevant studies published over the past five years were selected and analyzed. The findings show that the implementation of technologies such as natural language processing (NLP), machine learning (ML), deep learning (DL), and large language models (LLMs) facilitates tasks such as sentence prediction and jurisprudential analysis, thereby contributing to more informed judicial decisions. Finally, several international regulatory frameworks are presented that define and guide the use of these technological tools in the judicial domain.
DOI: 10.15468/dl.x79bp6
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tulipa tetraphylla"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042818-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bursvg
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Moxostoma cervinum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 178 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042819-250827131500795/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.29421125
title: The origin and diversification of Amaryllidaceae

description: Alignments and consensus phylogenies generated as part of the study: The origin and diversification of Amaryllidaceae: A phylogenetic and biogeographic analysis.
DOI: 10.6084/m9.figshare.29421125.v1
title: The origin and diversification of Amaryllidaceae

description: Alignments and consensus phylogenies generated as part of the study: The origin and diversification of Amaryllidaceae: A phylogenetic and biogeographic analysis.
DOI: 10.15468/dl.2tefa8
title: Occurrence Download

description: A dataset containing 2386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callinectes sapidus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((40.81373 29.26705, 40.81373 50.94, -6.6 50.94, -6.6 29.26705, 40.81373 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 2386 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042820-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr5txp
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula americana"
 ]
}

 The dataset includes 199 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042821-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17079829
title: Custom ACDC test set

description: This is a full, pre-processed dataset containing the specific image crops and segmentation masks generated and used for training and testing in the study titled "Explainable Deep Learning for Cardiac MRI: Multi-Stage Segmentation, Cascade Classification, and Visual Interpretation."
DOI: 10.5281/zenodo.17079830
title: Custom ACDC test set

description: This is a full, pre-processed dataset containing the specific image crops and segmentation masks generated and used for training and testing in the study titled "Explainable Deep Learning for Cardiac MRI: Multi-Stage Segmentation, Cascade Classification, and Visual Interpretation."
DOI: 10.5281/zenodo.17077338
title: Deformed shapes data set  - Numerical Examples - NonIntrusive ROM for DEAs

description: Data set of deformed shapes of activated dielectric elastomers actuators used in the paper: A non-intrusive data-driven approach towards a solution of the inverse problem of bending dielectric elastomer actuators
DOI: 10.5281/zenodo.17077339
title: Deformed shapes data set  - Numerical Examples - NonIntrusive ROM for DEAs

description: Data set of deformed shapes of activated dielectric elastomers actuators used in the paper: A non-intrusive data-driven approach towards a solution of the inverse problem of bending dielectric elastomer actuators
DOI: 10.5517/ccdc.csd.cc2lrsw1
title: CCDC 2406154: Experimental Crystal Structure Determination

description: Related Article: Yu-Di Liu, Wenya Jiang, Jianyu Wei, Yuan Wu, Jiaqi Shang, Yimin Wang, ShuaiQi Wang, Kuan-Guan Liu|2025|New J.Chem.|49|14659|doi:10.1039/D5NJ00995B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mkhnc
title: CCDC 2429893: Experimental Crystal Structure Determination

description: Related Article: Fatin Farhana Baharuddin, Nadiah Mad Nasir, Soo Peng Koh, Zainah Adam, Ahmad Zaidi Ismail, Pavithren Devakrishnan|2025|J.Mol.Struct.|1348|143464|doi:10.1016/j.molstruc.2025.143464
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nyg47
title: CCDC 2471169: Experimental Crystal Structure Determination

description: Related Article: Shulan Ji, Yu Zhang, Xun Li, Fei Wang|2025|Dyes Pigm.|243|113062|doi:10.1016/j.dyepig.2025.113062
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p5kl1
title: CCDC 2478003: Experimental Crystal Structure Determination

description: Related Article: R.M. Uppu, F.R. Fronczek|2025|IUCrData|10|x250695|doi:10.1107/S2414314625006959
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p5sf3
title: CCDC 2478215: Experimental Crystal Structure Determination

description: Related Article: A. El Moutaouakil Ala Allah, C. Massera, W. Guerrab, A. Alsubari, J.T. Mague, Y. Ramli|2025|Acta Crystallogr.,Sect.E:Cryst.Commun.|81|801|doi:10.1107/S205698902500698X
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.27kndv
title: Occurrence Download

description: A dataset containing 99883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 99883 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042733-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13012/b2idb-2286021_v1
title: Data for "Integrated Green Biorefinery for the Production of Anthocyanins, Fermentable Sugars, and High Pure Lignin from Miscanthus × giganteus"

description: Miscanthus x giganteus (Mxg) is a promising perennial crop for producing natural colorants, renewable fuels, and bioproducts. However, natural recalcitrance and high pretreatment cost are major barriers to their complete conversion. In this study, a green processing method has been investigated for efficient recovery of natural pigments (anthocyanins), fermentable sugars, and pure lignin from Mxg genotypes using choline chloride-based natural deep eutectic solvents (NADES) systems. Interestingly, choline chloride: lactic acid (ChCl: LA) NADES-processed biomass resulted in 67.8 ± 2.1 μg g−1 of anthocyanins from dry biomass. A maximum of 87.4%–94.1% glucose yield was achieved after enzymatic saccharification. The effective extraction of lignin with high purity with higher β-aryl ether (βO4) bonds from advanced crops is crucial for lignin valorization. Notably, highly pure lignin (≈93.4% ± 1.4%) is achieved after low-temperature NADES pretreatment while retaining lignin’s native structure. 31P nuclear magnetic resonance demonstrated that total phenolics for ChCl: LA-lignin resulted in 1.20 mmol g−1 hydroxyls. The relative monolignol composition of syringyl (S), guaiacyl (G), and p-hydroxyphenyl (H) is 19.0, 65.7, and 14.3%, respectively, as evidenced by heteronuclear single quantum coherence analysis. This study provides a novel approach for obtaining high-purity lignin for catalytic depolymerization for oligomers and bifunctional monoaromatics production and leverages current cellulosic biorefinery technologies.
DOI: 10.15468/dl.qu2z9g
title: Occurrence Download

description: A dataset containing 71203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Genista umbellata"
 ]
}

 The dataset includes 71203 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042745-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzxgww
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leptuca panacea"
 ]
}

 The dataset includes 127 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042826-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17079947
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event S250908y Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event S250908y Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.17079948
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event S250908y Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event S250908y Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract