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1E2, Canada
"Sapienza" Università di Roma, Dipartimento di Scienze di Base e Applicate per l'Ingegneria, Via Scarpa 16, 00161 Roma, Italia
(Present Address)Institute for Quantum Information and Matter, California Institute of Technology, Pasadena, California 91125, USA
06000 Bejaia Algeria
12 rue des Bretons, F-94700 Maisons-Alfort (France)
13rd Institute of Physics, University of Stuttgart, Pfaffenwaldring 57, Stuttgart 70569, Germany
19520 Cohasset Street, Reseda, CA 91335
2 Vienna University of Technology, Institute of Analysis and Scientific Computing, Wiedner Hauptstraße 8–10, A-1040 Wien, Austria
22-8 Nakazaichi-Cho, Iwakura, Sakyo-Ku, Kyoto 606-0027, Japan
650 North A'ohoku Place, Hilo, HI 96720 USA
6G Flagship, University of Oulu, Finland
9 Rainforest Walk, Level 4, Monash University, VIC 3800, Australia
A.I. Alikhanyan National Science Laboratory (Yerevan Physics Institute) Foundation, Alikhanian Brothers St. 2, Yerevan 375036, Armenia
A.V. Rzhanov Institute of Semiconductor Physics, 630090 Novosibirsk, Russia
AA(National Solar Observatory, Sunspot, USA)
ACFR (Australian Centre for Field Robotics), NSW, Australia
ADVA, Fraunhoferstr. 9A, 82152 Martinsried, Germany
AGH UNIVERSITY OF SCIENCE AND TECHNOLOGY, FACULTY OF APPLIED MATHEMATICS, AL. MICKIEWICZA 30, 30-059 KRAKÓW, POLAND – AND – NATIONAL SUPERCOMPUTING CENTRE IT4INNOVATIONS, DIVISION OF THE UNIVERSITY OF OSTRAVA, INSTITUTE FOR RESEARCH AND APPLICATIONS OF FUZZY MODELING, 30. DUBNA 22, 70103 OSTRAVA, CZECH REPUBLIC
AI Foundations, IBM Research AI
AI Lab, Webank, PR China
AI Strike
AI3, A*STAR, Singapore
AICTE Emeritus Fellow, Department of Computer Science and Engineering, Jadavpur University, Kolkata, 700032, India
ALBA Synchrotron Light Facility, Carretera BP 1413, Km. 3.3, Cerdanyola del Valls, Barcelona 08290, Spain
AMBER, SFI Research Centre for Advanced Materials and BioEngineering Research, Trinity College Dublin, the University of Dublin, College Green, Dublin 2, Ireland
ANU, ACRV, CSIRO
APC, AstroParticule et Cosmologie, Université Paris Diderot, UMR7164 CNRS/IN2P3, 10 rue Alice Domon et Léonie Duquet, 75013 Paris, France
AQR-IREA, Department of Econometrics, Statistics and Applied Economics, University of Barcelona, 08034 Barcelona, Spain
AWS AI Labs, 2795 Augustine Dr., Santa Clara, CA 95054, United States
Academia Sinica Institute of Astronomy and Astrophysics (ASIAA), P.O. Box 23–141, Taipei, 106, Taiwan
Academia Sinica, Institute of Astronomy and Astrophysics and Theoretical Institute for Advanced Research in Astrophysics, P.O. Box 23-141, Taipei 106, Taiwan
Acoustics and Audio Group, King's Buildings, University of Edinburgh, Edinburgh, United Kingdom.
Advanced Control Systems Lab, Electrical Engineering, Sharif University of Technology, Tehran, Iran
Advanced Digital and Embedded Systems Laboratory, Department of Electronics and Telecommunication Engineering, Jadavpur University, Kolkata, India
Advanced ICT Research Institute, NICT., 4–2–1, Nukui-Kitamachi, Koganei, Tokyo 184-8795, Japan
Advanced Software Technology Laboratory, Huawei, Moscow, Russia
Aerospace Engineering, Oklahoma State University, Stillwater, OK, USA
Affiliate Faculty, National Center for Institutional Diversity
African Institute for Mathematical Sciences, 6-8 Melrose Road, Muizenberg, 7945, South Africa
Agentic AI Security
Airbus, Quadrant House, Celtic Springs Business Park, Coedkernew, Duffryn, Newport, U.K., NP10 8FZ
Aix Marseille Univ, IBDM (UMR 7288), Turing Centre for Living Systems, Marseille, France
Aix Marseille Université, CNRS, LAM (Laboratoire d'Astrophysique de Marseille) UMR 7326, F13388, Marseille, France.
Aix Marseille Université, Centrale Marseille, CNRS, iSm2 UMR 7313, 13397, Marseille, France
Aix Marseille Université, Centre de Physique Théorique, Campus de Luminy, 13288 Marseille, France
Al-Madinah International University, Shah Alam, Selangor, Malaysia
Albert-Ludwigs-Universität Freiburg, Fakultät für Physik, D-79104 Freiburg im Breisgau, Germany
Alexa AI - Search, Manhattan Beach, CA 90266
Alexion AstraZeneca Rare Disease
Alfréd Rényi Institute of Mathematics, Reáltanoda u. 13-15., Budapest 1053, Hungary
Alibaba Group (US), Bellevue, WA, USA
Amazon AGI, Washington, USA
Amazon AI Translate, Berlin, Germany
American University of Sharjah, P. O. Box 26666, University City, Sharjah, UAE
Amethystum Storage Technology Co., Ltd, Guangzhou, China, 511493
Amgen Inc., 1 Amgen Center Dr., Thousand Oaks, CA 91320, USA
Amity University Uttar Pradesh, Sector-125, Noida-201301, India
Anglo-Australian Observatory, Epping, NSW, Australia
Anglo–Australian Observatory, PO Box 296, NSW 1710 Epping, Australia
Animo Omnis Labs, London, United Kingdom
Appalachian State
Applied Mathematics and Computational Science, King Abdullah University of Science and Technology (KAUST), 4700, Thuwal, Saudi Arabia
Applied Physics Department, University of Alicante, San Vicente del Raspeig 03690, Alicante, Spain
Arbeitsbereich Analysis, Christian-Albrechts-Universität zu Kiel, Ludewig-Meyn-Str. 4, 24098 Kiel, Germany
Ariel University Center of Samaria, Israel
Arkansas State University Campus Queretaro, Carretera estatal #100 km. 17.5, Municipio Colón, 76270, Querétaro, México
Artificial Intelligence Innovation and Incubation Institute, Fudan University, 220 Handan Road, Shanghai, 200433, Shanghai, China
Artificial Intelligence Thrust, HKUST (Guangzhou), Guangzhou, China
Artificial Intelligence and Cognitive Load Lab, The Applied Intelligence Research Centre, School of Computer Science, Technological University Dublin, Republic of Ireland
Artificial Intelligence, Data Science Research and Application Center, Istanbul Technical University, Sariyer, Istanbul, 34467, Turkey
Artificial Intelligence, Elektrobit Automotive
Aryabhatta Research Institute for Observational Sciences (ARIES), Manora Peak, Nainital-263 129, Uttaranchal
Aryabhatta Research Institute of observational sciencES (ARIES), Manora Peak, Nainital 263001, India
Asia Pacific Center for Theoretical Physics, Pohang, Gyeongbuk, 37673, Korea
Asia-Pacific Center for Theoretical Physics, Pohang, Gyeongbuk 790-784, South Korea
Assistant Professor in Statistics, Pontificia Universidad Católica de Chile
Assistant Professor, Department of MCA, V.E.S. Institute Of Technology,Mumbai-74, India
Assistant Professor, Dept. of Computer Science, Govt. Arts College, Melur, India
Assistant Professor, School for Engineering of Matter, Transport and Energy, Arizona State University
Associate Professor of Economics, Research Professorship in 'Urban and Real Estate Economics', HEC Montreal, 3000, Chemin de la Côte Sainte Catherine, Montreal H3T 2A7, Canada
Associate Professor, Aeronautics & Astronautics, Massachusetts Institute of Technology, MA 02139
Associate Professor, McDonough School of Business, Georgetown University
Astrobiology Research Unit, Université de Liège, Allée du 6 Août 19C, B-4000 Liège, Belgium
Astrocent, Nicolaus Copernicus Astronomical Center of the Polish Academy of Sciences, ul.Rektorska 4, 00-614 Warsaw, Poland
Astronomical Institute 'Anton Pannekoek' & Center for High Energy Astrophysics, University of Amsterdam, The Netherlands
Astronomical Institute Anton Pannekoek, Science Park 904, 1098 XH, Amsterdam, Netherlands
Astronomical Institute of the Academy of Sciences, Boční II 1401, 14131 Prague, Czech Republic
Astronomical Institute of the Czech Academy of Sciences, Friˇcova 298, 251 65 Ondˇrejov, Czech Republic
Astronomical Institute, Czech Academy of Sciences, Boˇcn´ı II 1401/1a, CZ-14100 Prague, Czech Republic
Astronomical Institute, Czech Academy of Sciences, CZ-14100 Prague, Czech Republic
Astronomical Institute, The Czech Academy of Sciences, 25165 Ondejov, Czech Republic
Astronomical Observatory of Ivan Franko National University of L'viv, vul. Kyryla i Methodia, 8, 79005, L'viv, Ukraine
Astronomical Observatory, Adam Mickiewicz University, ul. Słoneczna 36, 61-286 Poznań, Poland
Astronomisches Institut, Ruhr-University, Bochum, Germany
Astronomy Department, University of Wisconsin - Madison, Madison, WI 53706
Astronomy Department, Yale University, New Haven, CT 06511, US
Astronomy and Physics Departments, University of Washington, Seattle, WA 98195, USA
Astroparticule & Cosmologie, CNRS, 75205 Paris Cedex 13, France
Astrophysical Institute and Obervatory, Friedrich-Schiller University, Schillerg¨aßchen 2-3, Jena, 07745, Germany
Astrophysical Institute and University Observatory, Friedrich Schiller University Jena, Schillergaesschen 2-3, 07745 Jena, Germany
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SIRIS academic affiliation benchmark

This dataset contains two samples of 3,000 distinct academic affiliation strings. Each configuration has one affiliation string column. It contains no ROR labels or source metadata columns.

DataCite configuration

The population is 1,681,662 exact rows from the train split of cometadata/datacite-unique-affiliations at revision e7606edb694d3dcd4a7ea86a146818bd5a339738. Sampling is without replacement and weighted by occurrence_count. For a seeded SHA-256 uniform value U, the priority is -log(U) / occurrence_count; the 3,000 lowest priorities are selected.

arXiv configuration

The population is 2,399,952 exact distinct strings extracted from prediction[].affiliations[].affiliation in cometadata/arxiv-author-affiliations-matched-ror-ids. The source main revision is a56eb960359fb8dc32ee33107e9e501ddd7e9c3d; processing uses immutable Parquet conversion revision 97a71fa6d850d11af13a0f2c98d0f1f206b44955. The 3,000 lowest seeded SHA-256 values are selected uniformly without replacement.

Exact-text and reproducibility policy

Both samples use seed 42 and algorithm identifier siris-affiliation-sample-v1. Strings retain their original case and all whitespace. Null arXiv values are excluded; empty and whitespace-only strings remain eligible. No string is trimmed, normalized, transliterated, or rewritten.

License

Both sources and this derived dataset are released under CC0 1.0.

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