cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17406455
title: Corpora of AI discourse 2020-2024

description: This repository describes and stores text corpora of AI discourse between 2020-2024. The corpora were collected as part of the Civic Agency in AI (CAAI) project at the Department of Computer Science in Aalto University, funded by the Kone Foundation and Research Council of Finland.

 

The corpora constitute the data collected for and examined in the PhD thesis of DC Kaisla Kajava in the following publications:



Kajava, K; Öhman, E; Takagi, N M; Nakajima-Wickham, E; Vitiugin, F. 2025. Post-GPT Policy: Risk and Regulation in EU AI Discourse. In Proceedings of the International AAAI Conference on Web and Social Media. AAAI Press, Volume 19, pages 994-1006. eISSN 3067-1515. 10.1609/icwsm.v19i1.35856.

Anonymized, for peer review.

Kajava, K; Gonzalez Torres, A P; Rannisto, A; Sakai, S. 2025. Justifying AI Regulation: Examining Multi-Stakeholder Responses to the AI Act. Telematics and Informatics, Volume 99, June 2025, 102278. eISBN 1879-324X. 10.1016/j.tele.2025.102278.

Gonzalez Torres, A P; Kajava, K; Sawhney, N. 2023. Emerging AI Discourses and Policies in the EU: Implications for Evolving AI Governance. In: Pillay, Anban, Jembere, Edgar, Gerber, Aurona J. Artificial Intelligence Research. SACAIR 2023. Communications in Computer and Information Science. Springer, Volume 1976, pages 3-17. eISSN 1865-0937. 10.1007/978-3-031-49002-6_1.

Kajava, K; Sawhney, N. 2023. Language of Algorithms: Agency, Metaphors, and Deliberations in AI Discourses. In: Lindgren, Simon. Handbook of Critical Studies of Artificial Intelligence. Edward Elgar, pages 224–236. eISBN 9781803928562. 10.4337/9781803928562.00025.


 

The corpora compiled in the project are:



A corpus of 20 AI Watch reports 2020-2021 retrieved from and available for download at: https://ai-watch.ec.europa.eu/publications_en. (Publication 5).

A corpus of 128 feedback documents to the initial proposal of the EU AI Act (2021) by industry, civil society, public sector, and research organizations retrieved from and available for download at: https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/12527-Artificial-intelligence-ethical-and-legal-requirements/feedback_en?p_id=14488. (Publications 3, 4, 5).

A corpus of 806 AI policy-related documents, with 432 news articles and 374 other policy-related documents (2021-2023). The data is available at: https://github.com/vitiugin/eu-ai-discourse. (Publication 1).

A corpus <anonymized for peer review>. (Publication 2).


If you use these corpora in your research, please cite the relevant publication(s) listed above. Each corpus is described in detail in its respective publication.
DOI: 10.5517/ccwhgg8
title: CCDC 819220: Experimental Crystal Structure Determination

description: Related Article: R.L.Atienza, H.S.Roth, K.A.Scheidt|2011|Chemical Science|2|1772|doi:10.1039/c1sc00194a
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/ccx2j9s
title: CCDC 836575: Experimental Crystal Structure Determination

description: Related Article: G.Broggini, V.Barbera, E.M.Beccalli, E.Borsini, S.Galli, G.Lanza, G.Zecchi|2012|Adv.Synth.Catal.|354|159|doi:10.1002/adsc.201100614
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: 10.57745/p5qzp3
title: debit_de_base.tar.gz
DOI: 10.5517/cctkm98
title: CCDC 761710: Experimental Crystal Structure Determination

description: Related Article: A.S.K.Hashmi, C.Lothschutz, R.Dopp, M.Ackermann, J.De B.Becker, M.Rudolph, C.Scholtz, F.Rominger|2012|Adv.Synth.Catal.|354|133|doi:10.1002/adsc.201000044
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/cctkmb9
title: CCDC 761711: Experimental Crystal Structure Determination

description: Related Article: A.S.K.Hashmi, C.Lothschutz, R.Dopp, M.Ackermann, J.De B.Becker, M.Rudolph, C.Scholtz, F.Rominger|2012|Adv.Synth.Catal.|354|133|doi:10.1002/adsc.201000044
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: 10.57745/geumpq
title: hautes_eaux.tar.gz
DOI: 10.57745/y1xhbv
title: moyennes_eaux.tar.gz
DOI: 10.5517/cctmmkl
title: CCDC 763640: Experimental Crystal Structure Determination

description: Related Article: A.S.K.Hashmi, C.Lothschutz, R.Dopp, M.Ackermann, J.De B.Becker, M.Rudolph, C.Scholtz, F.Rominger|2012|Adv.Synth.Catal.|354|133|doi:10.1002/adsc.201000044
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/cctmmlm
title: CCDC 763641: Experimental Crystal Structure Determination

description: Related Article: A.S.K.Hashmi, C.Lothschutz, R.Dopp, M.Ackermann, J.De B.Becker, M.Rudolph, C.Scholtz, F.Rominger|2012|Adv.Synth.Catal.|354|133|doi:10.1002/adsc.201000044
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: 10.57745/1irebi
title: README.txt
DOI: 10.5517/cct1yzr
title: CCDC 746665: Experimental Crystal Structure Determination

description: Related Article: F.W.Patureau, C.Worch, M.A.Siegler, A.L.Spek, C.Bolm, J.N.H.Reek|2012|Adv.Synth.Catal.|354|59|doi:10.1002/adsc.201100692
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/cct1z0t
title: CCDC 746666: Experimental Crystal Structure Determination

description: Related Article: F.W.Patureau, C.Worch, M.A.Siegler, A.L.Spek, C.Bolm, J.N.H.Reek|2012|Adv.Synth.Catal.|354|59|doi:10.1002/adsc.201100692
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/ccwp781
title: CCDC 824763: Experimental Crystal Structure Determination

description: Related Article: I.Garcia-Bosch, L.Gomez, A.Polo, X.Ribas, M.Costas|2012|Adv.Synth.Catal.|354|65|doi:10.1002/adsc.201100409
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: 10.13140/rg.2.2.10866.48328
title: US Military Academy West Point,Commandant , acknowledges THE ESSENTIAL CLAUSEWITZ
DOI: 10.5517/ccwp792
title: CCDC 824764: Experimental Crystal Structure Determination

description: Related Article: I.Garcia-Bosch, L.Gomez, A.Polo, X.Ribas, M.Costas|2012|Adv.Synth.Catal.|354|65|doi:10.1002/adsc.201100409
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/ccwrn4d
title: CCDC 827084: Experimental Crystal Structure Determination

description: Related Article: Xiaolin Pan, Yong Luo, Gang Liu, Shouzhi Pu, Jie Wu|2012|Adv.Synth.Catal.|354|171|doi:10.1002/adsc.201100582
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/ccv42qr
title: CCDC 778494: Experimental Crystal Structure Determination

description: Related Article: Sun Young Kim, Yujung Park, Sori Son, Young Keun Chung|2012|Adv.Synth.Catal.|354|179|doi:10.1002/adsc.201100694
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/ccv42rs
title: CCDC 778495: Experimental Crystal Structure Determination

description: Related Article: Sun Young Kim, Yujung Park, Sori Son, Young Keun Chung|2012|Adv.Synth.Catal.|354|179|doi:10.1002/adsc.201100694
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.tsn9a3
title: Occurrence Download

description: A dataset containing 31023 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vulpes lagopus"
 ]
}

 The dataset includes 31023 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047490-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccqlzkt
title: CCDC 673647: Experimental Crystal Structure Determination

description: Related Article: Liangliang Yan, Xiaoyong Wang, Yanqing Wang, Yangmiao Zhang, Yizhi Li, Zijian Guo|2012|J.Inorg.Biochem.|106|46|doi:10.1016/j.jinorgbio.2011.09.032
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/ccv4d3g
title: CCDC 778785: Experimental Crystal Structure Determination

description: Related Article: Liangliang Yan, Xiaoyong Wang, Yanqing Wang, Yangmiao Zhang, Yizhi Li, Zijian Guo|2012|J.Inorg.Biochem.|106|46|doi:10.1016/j.jinorgbio.2011.09.032
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/ccwrgln
title: CCDC 826912: Experimental Crystal Structure Determination

description: Related Article: L.Kaps, B.Biersack, H.Muller-Bunz, K.Mahal, J.Munzner, M.Tacke, T.Mueller, R.Schobart|2012|J.Inorg.Biochem.|106|52|doi:10.1016/j.jinorgbio.2011.08.026
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/ccwrgmp
title: CCDC 826913: Experimental Crystal Structure Determination

description: Related Article: L.Kaps, B.Biersack, H.Muller-Bunz, K.Mahal, J.Munzner, M.Tacke, T.Mueller, R.Schobart|2012|J.Inorg.Biochem.|106|52|doi:10.1016/j.jinorgbio.2011.08.026
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/ccwlr39
title: CCDC 822371: Experimental Crystal Structure Determination

description: Related Article: T.S.B.Baul, A.Paul, L.Pellerito, M.Scopelliti, A.Duthie, D.de Vos, R.P.Verma, U.Englert|2012|J.Inorg.Biochem.|107|119|doi:10.1016/j.jinorgbio.2011.10.008
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/ccwrgnq
title: CCDC 826914: Experimental Crystal Structure Determination

description: Related Article: L.Kaps, B.Biersack, H.Muller-Bunz, K.Mahal, J.Munzner, M.Tacke, T.Mueller, R.Schobart|2012|J.Inorg.Biochem.|106|52|doi:10.1016/j.jinorgbio.2011.08.026
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: 10.57745/jcltkh
title: debit_de_base.tar.gz
DOI: 10.57745/vscidq
title: basses_eaux.tar.gz
DOI: 10.5517/ccwlr4b
title: CCDC 822372: Experimental Crystal Structure Determination

description: Related Article: T.S.B.Baul, A.Paul, L.Pellerito, M.Scopelliti, A.Duthie, D.de Vos, R.P.Verma, U.Englert|2012|J.Inorg.Biochem.|107|119|doi:10.1016/j.jinorgbio.2011.10.008
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: 10.13140/rg.2.2.25389.26083
title: Therapists as Research-informed Practitioners (TRP)
DOI: 10.5517/ccwlr5c
title: CCDC 822373: Experimental Crystal Structure Determination

description: Related Article: T.S.B.Baul, A.Paul, L.Pellerito, M.Scopelliti, A.Duthie, D.de Vos, R.P.Verma, U.Englert|2012|J.Inorg.Biochem.|107|119|doi:10.1016/j.jinorgbio.2011.10.008
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/ccx175b
title: CCDC 835331: Experimental Crystal Structure Determination

description: Related Article: F.Dimiza, A.N.Papadopoulos, V.Tangoulis, V.Psycharis, C.P.Raptopoulou, D.P.Kessissoglou, G.Psomas|2012|J.Inorg.Biochem.|107|54|doi:10.1016/j.jinorgbio.2011.10.014
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: 10.57745/6q0tnj
title: hautes_eaux.tar.gz
DOI: 10.57745/ffsocn
title: moyennes_eaux.tar.gz
DOI: 10.25574/31925
title: Chandra X-ray Observatory ObsId 31925

description: ULX Science with Nearby Galaxies
DOI: 10.5281/zenodo.17406456
title: Corpora of AI discourse 2020-2024

description: This repository describes and stores text corpora of AI discourse between 2020-2024. The corpora were collected as part of the Civic Agency in AI (CAAI) project at the Department of Computer Science in Aalto University, funded by the Kone Foundation and Research Council of Finland.

 

The corpora constitute the data collected for and examined in the PhD thesis of DC Kaisla Kajava in the following publications:



Kajava, K; Öhman, E; Takagi, N M; Nakajima-Wickham, E; Vitiugin, F. 2025. Post-GPT Policy: Risk and Regulation in EU AI Discourse. In Proceedings of the International AAAI Conference on Web and Social Media. AAAI Press, Volume 19, pages 994-1006. eISSN 3067-1515. 10.1609/icwsm.v19i1.35856.

Anonymized, for peer review.

Kajava, K; Gonzalez Torres, A P; Rannisto, A; Sakai, S. 2025. Justifying AI Regulation: Examining Multi-Stakeholder Responses to the AI Act. Telematics and Informatics, Volume 99, June 2025, 102278. eISBN 1879-324X. 10.1016/j.tele.2025.102278.

Gonzalez Torres, A P; Kajava, K; Sawhney, N. 2023. Emerging AI Discourses and Policies in the EU: Implications for Evolving AI Governance. In: Pillay, Anban, Jembere, Edgar, Gerber, Aurona J. Artificial Intelligence Research. SACAIR 2023. Communications in Computer and Information Science. Springer, Volume 1976, pages 3-17. eISSN 1865-0937. 10.1007/978-3-031-49002-6_1.

Kajava, K; Sawhney, N. 2023. Language of Algorithms: Agency, Metaphors, and Deliberations in AI Discourses. In: Lindgren, Simon. Handbook of Critical Studies of Artificial Intelligence. Edward Elgar, pages 224–236. eISBN 9781803928562. 10.4337/9781803928562.00025.


 

The corpora compiled in the project are:



A corpus of 20 AI Watch reports 2020-2021 retrieved from and available for download at: https://ai-watch.ec.europa.eu/publications_en. (Publication 5).

A corpus of 128 feedback documents to the initial proposal of the EU AI Act (2021) by industry, civil society, public sector, and research organizations retrieved from and available for download at: https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/12527-Artificial-intelligence-ethical-and-legal-requirements/feedback_en?p_id=14488. (Publications 3, 4, 5).

A corpus of 806 AI policy-related documents, with 432 news articles and 374 other policy-related documents (2021-2023). The data is available at: https://github.com/vitiugin/eu-ai-discourse. (Publication 1).

A corpus <anonymized for peer review>. (Publication 2).


If you use these corpora in your research, please cite the relevant publication(s) listed above. Each corpus is described in detail in its respective publication.
DOI: 10.5517/ccvntt3
title: CCDC 794586: Experimental Crystal Structure Determination

description: Related Article: G.G.Nunes, A.C.Bonatto, C.G.de Albuquerque, A.Barison, R.R.Ribeiro, D.F.Back, A.V.C.Andrade, E.L.de Sa, F.de O.Pedrosa, J.F.Soares, E.M.de Souza|2012|J.Inorg.Biochem.|108|36|doi:10.1016/j.jinorgbio.2011.11.019
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/ccwnndk
title: CCDC 824209: Experimental Crystal Structure Determination

description: Related Article: J.S.Pap, A.Matuz, G.Barath, B.Kripli, M.Giorgi, G.Speier, J.Kaizer|2012|J.Inorg.Biochem.|108|15|doi:10.1016/j.jinorgbio.2011.11.013
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: 10.57745/oh1cgp
title: README.txt
DOI: 10.13140/rg.2.2.10604.33928
title: Certificate for publon peerreview
DOI: 10.13140/rg.2.2.35770.16322
title: Certificate
DOI: 10.5517/ccwmyjy
title: CCDC 823531: Experimental Crystal Structure Determination

description: Related Article: Xiongwei Dong, Yuguang Li, Zuowen Li, Yongming Cui, Hailiang Zhu|2012|J.Inorg.Biochem.|108|22|doi:10.1016/j.jinorgbio.2011.12.006
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/ccwmykz
title: CCDC 823532: Experimental Crystal Structure Determination

description: Related Article: Xiongwei Dong, Yuguang Li, Zuowen Li, Yongming Cui, Hailiang Zhu|2012|J.Inorg.Biochem.|108|22|doi:10.1016/j.jinorgbio.2011.12.006
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/ccwmyl0
title: CCDC 823533: Experimental Crystal Structure Determination

description: Related Article: Xiongwei Dong, Yuguang Li, Zuowen Li, Yongming Cui, Hailiang Zhu|2012|J.Inorg.Biochem.|108|22|doi:10.1016/j.jinorgbio.2011.12.006
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.