cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18417576
title: Data for the Paper "Multi-Taxonomy Vulnerability Classification with Hierarchically Finetuned Language Models"

description: This repository contains the data and experiment artifacts used in the paper "Multi-Taxonomy Vulnerability Classification with Hierarchically Finetuned Language Models" (accepted for publication at DIMVA 2026). The repository is organized as follows:



config/ – Configuration files used for running the experiments.

data/ – The dataset used in the study.

flat_classifiers/ – Logs, checkpoints, and configuration files for experiments with flat classifiers.

hierarchical_classifiers/ – Logs, checkpoints, and configuration files for experiments with hierarchical classifiers.

temporal_splits/ – Data and configurations for experiments evaluating temporal splits.

text_generation_models/ – Predictions and prompts used for experiments with text generation models as classifiers.


Each fine-tuning experiment folder (e.g., within flat_classifiers, hierarchical_classifiers, or temporal_splits) follows a consistent structure that includes configuration files, TensorBoard logs, and test metrics. To save space on Zenodo, checkpoints and other large files have been omitted.
DOI: 10.15468/dl.94ytrn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solearhynchus soleae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000255-260129131611470/datasets/export for details.
DOI: 10.15468/dl.pzsh4p
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myriocarpa obovata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 286 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000256-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4ukar
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sander lucioperca",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1840",
 "Year is less than or equal to 1844"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000257-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/e4plsa
title: Supplemental data for: Friend or foe? Investigating Lasius neoniger (Hymenoptera: Formicidae) and Myzus persicae (Hemiptera: Aphididae) interspecies dynamics in a greenhouse agroecosystem

description: &lt;p&gt;This dataset contains the raw data from a study conducted by Speranza Martin, Aaron Fairweather, and Ryan Prosser. The study is titled Friend or Foe? Investigating Lasius neoniger (Hymenoptera: Formicidae) and Myzus persicae (Hemiptera: Aphididae) Interspecies Dynamics in a Greenhouse Agroecosystem.&lt;/p&gt;&lt;p&gt; Abstract: Ant–aphid interactions are common in agroecosystems, yet the species-specific ecological and agronomic interactions remain understudied in North America, particularly in an agricultural hotspot like Ontario. This study investigates the relationship between a common ant, Lasius neoniger, and the green peach aphid, Myzus persicae. This study explores how these interactions affect aphid population dynamics and the growth of greenhouse-grown bell pepper, Capsicum annuum plants. Using a controlled laboratory experiment with four treatment groups (control, ants only, aphids only, ants + aphids), we measured aphid density, ant colony development, and pepper plant leaf number, stem length, and root density. Aphid densities were significantly lower in the presence of ants, suggesting that L. neoniger may suppress M. persicae populations, likely through predation rather than mutualistic tending. This challenges the common assumption of obligate mutualism in ant–aphid relationships and suggests that ant-aphid interactions are species-specific. Despite reduced aphid numbers, plant growth metrics did not differ significantly across treatments. These findings offer new insight into the context-dependent nature of ant–aphid interactions, suggesting that under certain conditions, ants could suppress aphids. This research contributes to a growing body of literature on multi-trophic interactions. It highlights the potential for native ants like L. neoniger to play a role in sustainable greenhouse agriculture. Future studies should incorporate behavioural observations, longer observation timelines, and multi-species comparisons to further clarify the ecological mechanisms and practical applications of these interactions.&lt;/p&gt;&lt;p&gt;The manuscript associated with this study will be published in the journal of the Entomological Society of Ontario.&lt;/p&gt;
DOI: 10.34740/kaggle/dsv/14665887
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18417737
title: PSIXOLOGIK YORDAM JARAYONIDA ASOSIY KONSEPSIYA VA USULLARDAN FOYDALANISH

description: Mazkur maqolada psixologik yordam ko‘rsatish jarayonida keng qo‘llaniladigan asosiy nazariy konsepsiyalar va amaliy usullar tahlil qilinadi. Xususan, neobixeviorizm, kognitivizm hamda ekzistensial-gumanistik yondashuvlarning psixologik yordamdagi o‘rni va imkoniyatlari yoritiladi. Neobixevioristik yondashuv inson xulq-atvorini o‘zgartirishda tashqi ta’sir va mustahkamlash mexanizmlariga tayanadi. Kognitiv yondashuv esa shaxsning fikrlash jarayonlari, noto‘g‘ri e’tiqod va kognitiv buzilishlarni aniqlash hamda ularni ijobiy tomonga yo‘naltirishga qaratilgan. Ekzistensial-gumanistik yondashuv insonning ichki dunyosi, hayot mazmuni, shaxsiy tanlov va o‘zini anglash masalalariga alohida e’tibor beradi. Ushbu konsepsiyalarni kompleks qo‘llash psixologik yordam samaradorligini oshirishga xizmat qiladi.
DOI: 10.5281/zenodo.18417736
title: PSIXOLOGIK YORDAM JARAYONIDA ASOSIY KONSEPSIYA VA USULLARDAN FOYDALANISH

description: Mazkur maqolada psixologik yordam ko‘rsatish jarayonida keng qo‘llaniladigan asosiy nazariy konsepsiyalar va amaliy usullar tahlil qilinadi. Xususan, neobixeviorizm, kognitivizm hamda ekzistensial-gumanistik yondashuvlarning psixologik yordamdagi o‘rni va imkoniyatlari yoritiladi. Neobixevioristik yondashuv inson xulq-atvorini o‘zgartirishda tashqi ta’sir va mustahkamlash mexanizmlariga tayanadi. Kognitiv yondashuv esa shaxsning fikrlash jarayonlari, noto‘g‘ri e’tiqod va kognitiv buzilishlarni aniqlash hamda ularni ijobiy tomonga yo‘naltirishga qaratilgan. Ekzistensial-gumanistik yondashuv insonning ichki dunyosi, hayot mazmuni, shaxsiy tanlov va o‘zini anglash masalalariga alohida e’tibor beradi. Ushbu konsepsiyalarni kompleks qo‘llash psixologik yordam samaradorligini oshirishga xizmat qiladi.
DOI: 10.5517/ccdc.csd.cc2l3ddj
title: CCDC 2386547: Experimental Crystal Structure Determination

description: Related Article: Yangyang Cao, Zhengzhan Zhang, Zhenzhen Xu, Hua Geng, Tianna Zhang, Mingyang Wu, Ziyan Chang, Hongbing Fu|2025|J.Mater.Chem.C|14|1395|doi:10.1039/d5tc03473f
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.cc2mgw55
title: CCDC 2427367: Experimental Crystal Structure Determination

description: Related Article: Yin Su, Ziyi Sun, Quansheng Zhao, Liang Fu|2025|Chem.Commun.|62|2585|doi:10.1039/d5cc06219e
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.cc2mkvjl
title: CCDC 2430230: Experimental Crystal Structure Determination

description: Related Article: su yin|2025|CSD Communication|||
description: Related Article: Yin Su, Ziyi Sun, Quansheng Zhao, Liang Fu|2025|Chem.Commun.|62|2585|doi:10.1039/d5cc06219e
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.cc2np2yd
title: CCDC 2463134: Experimental Crystal Structure Determination

description: Related Article: Lin Lin, Zihao Wang, Xinhui Zhao, Dalal Alezi, Jiangtao Jia|2025|Chem.Commun.|62|2603|doi:10.1039/d5cc06047h
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.cc2p8p1q
title: CCDC 2480993: Experimental Crystal Structure Determination

description: Related Article:  Shagun, Deekshit Dhiman, Darsi Rambabu, Koen Robeyns, Robin Khosla, Abhimanew Dhir|2025|J.Mater.Chem.C|14|1579|doi:10.1039/d5tc03630e
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.cc2p8r0r
title: CCDC 2481054: Experimental Crystal Structure Determination

description: Related Article: Masana Yazaki, Yaozhuo Zhang, Lin Zhou, Ryo Morise, Takaaki Akaike, Mieko Arisawa|2026|Chem.Commun.|62|2668|doi:10.1039/d5cc07029e
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.cc2pw2g4
title: CCDC 2498676: Experimental Crystal Structure Determination

description: Related Article: Ziyi Zhang, Xi Li, Yilin Feng, Xin Gao, Yong Qi, Jiaying Yan, Nuonuo Zhang|2025|Chem.Commun.|62|2659|doi:10.1039/d5cc06628j
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.cc2pw2h5
title: CCDC 2498677: Experimental Crystal Structure Determination

description: Related Article: Ziyi Zhang, Xi Li, Yilin Feng, Xin Gao, Yong Qi, Jiaying Yan, Nuonuo Zhang|2025|Chem.Commun.|62|2659|doi:10.1039/d5cc06628j
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.cc2pw2j6
title: CCDC 2498678: Experimental Crystal Structure Determination

description: Related Article: Ziyi Zhang, Xi Li, Yilin Feng, Xin Gao, Yong Qi, Jiaying Yan, Nuonuo Zhang|2025|Chem.Commun.|62|2659|doi:10.1039/d5cc06628j
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.cc2pw2l8
title: CCDC 2498680: Experimental Crystal Structure Determination

description: Related Article: Ziyi Zhang, Xi Li, Yilin Feng, Xin Gao, Yong Qi, Jiaying Yan, Nuonuo Zhang|2025|Chem.Commun.|62|2659|doi:10.1039/d5cc06628j
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.cc2pwk27
title: CCDC 2499129: Experimental Crystal Structure Determination

description: Related Article: Arif Ali Mandal, Saurav Kumar, Srijan Singh, Apurba Mandal, Samya Banerjee, Prodyut Dhar|2025|Chem.Commun.|62|2554|doi:10.1039/d5cc06235g
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: 10.25505/fiz.icsd.cc2q1wc1
title: CSD 2504253: Experimental Crystal Structure Determination

description: Related Article: Xiao-Ling Lin, Jia-Wei Cao, Shi-Xiong Li, Yu-Feng Liu, Guo-Ping Yang|2025|Chem.Commun.|62|2619|doi:10.1039/d5cc06602f
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pm7l5
title: CCDC 2491147: Experimental Crystal Structure Determination

description: Related Article: Wei-Chao Song, Zi-Yi Niu, Bo Ding, Xiu-Guang Wang, En-Cui Yang|2025|Chem.Commun.|62|2589|doi:10.1039/d5cc05819h
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.cc2pm7m6
title: CCDC 2491148: Experimental Crystal Structure Determination

description: Related Article: Wei-Chao Song, Zi-Yi Niu, Bo Ding, Xiu-Guang Wang, En-Cui Yang|2025|Chem.Commun.|62|2589|doi:10.1039/d5cc05819h
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.cc2pm7j3
title: CCDC 2491145: Experimental Crystal Structure Determination

description: Related Article: Wei-Chao Song, Zi-Yi Niu, Bo Ding, Xiu-Guang Wang, En-Cui Yang|2025|Chem.Commun.|62|2589|doi:10.1039/d5cc05819h
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.cc2q9xhg
title: CCDC 2511976: Experimental Crystal Structure Determination

description: Related Article: Jingbin Hao, Shenao Wu, Jiayun Cao, Qinzhen Li, Jinsong Chai, Guiqi Gao, Lin Xiong, Sha Yang, Manzhou Zhu|2025|Chem.Commun.|62|2572|doi:10.1039/d5cc06965c
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: 10.5281/zenodo.18417739
title: SOCIAL NATURE OF LANGUAGE AND ITS ROLE IN SOCIETY DEVELOPMENT

description:  This scientific article comprehensively studies the essence of language as a social phenomenon, its inextricable connection with society and its role in the development of society. Language, in addition to being a means of communication between people, is considered an important factor in shaping social consciousness and transmitting cultural heritage from generation to generation. The article pays special attention to the relationship between language and society, the social functions of language, the change and development of language in the process of social development, as well as language issues in the context of globalization. The results of the research serve to shed light on the strategic importance of language in the life of society on a scientific basis.
DOI: 10.5517/ccdc.csd.cc2pm7k4
title: CCDC 2491146: Experimental Crystal Structure Determination

description: Related Article: Wei-Chao Song, Zi-Yi Niu, Bo Ding, Xiu-Guang Wang, En-Cui Yang|2025|Chem.Commun.|62|2589|doi:10.1039/d5cc05819h
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.cc2q9xgf
title: CCDC 2511975: Experimental Crystal Structure Determination

description: Related Article: Jingbin Hao, Shenao Wu, Jiayun Cao, Qinzhen Li, Jinsong Chai, Guiqi Gao, Lin Xiong, Sha Yang, Manzhou Zhu|2025|Chem.Commun.|62|2572|doi:10.1039/d5cc06965c
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: 10.5281/zenodo.18417738
title: SOCIAL NATURE OF LANGUAGE AND ITS ROLE IN SOCIETY DEVELOPMENT

description:  This scientific article comprehensively studies the essence of language as a social phenomenon, its inextricable connection with society and its role in the development of society. Language, in addition to being a means of communication between people, is considered an important factor in shaping social consciousness and transmitting cultural heritage from generation to generation. The article pays special attention to the relationship between language and society, the social functions of language, the change and development of language in the process of social development, as well as language issues in the context of globalization. The results of the research serve to shed light on the strategic importance of language in the life of society on a scientific basis.
DOI: 10.5517/ccdc.csd.cc2pm7g1
title: CCDC 2491143: Experimental Crystal Structure Determination

description: Related Article: Wei-Chao Song, Zi-Yi Niu, Bo Ding, Xiu-Guang Wang, En-Cui Yang|2025|Chem.Commun.|62|2589|doi:10.1039/d5cc05819h
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: 10.25934/pr00012711
title: A Randomized Phase 3 Open Label Study of Nivolumab Versus Bevacizumab and Multiple Phase 1 Safety Cohorts of Nivolumab or Nivolumab in Combination With Ipilimumab Across Different Lines of Glioblastoma

description: The purpose of the study is to compare the efficacy and safety of nivolumab administered alone versus bevacizumab in patients diagnosed with recurrent glioblastoma (a type of brain cancer, also known as GBM), and to evaluate the safety and tolerability of nivolumab administered alone or in combination with ipilimumab in patients with different lines of GBM therapy.
DOI: 10.25934/pr00012712
title: A Randomized Phase 3 Single Blind Study of Temozolomide Plus Radiation Therapy Combined With Nivolumab or Placebo in Newly Diagnosed Adult Subjects With MGMT-Methylated (Tumor O6-methylguanine DNA Methyltransferase) Glioblastoma

description: The purpose of this study is to evaluate patients with glioblastoma that is MGMT-methylated (the MGMT gene is altered by a chemical change). Patients will receive temozolomide plus radiation therapy. They will be compared to patients receiving nivolumab in addition to temozolomide plus radiation therapy.
DOI: 10.15468/dl.u8mca5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aspersentis minor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000260-260129131611470/datasets/export for details.
DOI: 10.15468/dl.6wqcms
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sander lucioperca",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1845",
 "Year is less than or equal to 1849"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000261-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbwnvj
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nanocnide japonica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 770 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000262-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.