A Century of Science: Globalization of Scientific Collaborations, Citations, and Innovations
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Abstract (arXiv)
Progress in science has advanced the development of human society across history, with dramatic revolutions shaped by information theory, genetic cloning, and artificial intelligence, among the many scientific achievements produced in the 20th century. However, the way that science advances itself is much less well-understood. In this work, we study the evolution of scientific development over the past century by presenting an anatomy of 89 million digitalized papers published between 1900 and 2015. We find that science has benefited from the shift from individual work to collaborative effort, with over 90% of the world-leading innovations generated by collaborations in this century, nearly four times higher than they were in the 1900s. We discover that rather than the frequent myopic- and self-referencing that was common in the early 20th century, modern scientists instead tend to look for literature further back and farther around. Finally, we also observe the globalization of scientific development from 1900 to 2015, including 25-fold and 7-fold increases in international collaborations and citations, respectively, as well as a dramatic decline in the dominant accumulation of citations by the US, the UK, and Germany, from ~95% to ~50% over the same period. Our discoveries are meant to serve as a starter for exploring the visionary ways in which science has developed throughout the past century, generating insight into and an impact upon the current scientific innovations and funding policies.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Apr 2017.
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Citing papers per year: 2021: 3; 2022: 0; 2023: 2; 2024: 4; 2025: 1; 2026: 3.
13 papers.
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- 2021OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphscited by 328
- 2021MATCH: Metadata-Aware Text Classification in A Large Hierarchycited by 20
- 2023The Effect of Metadata on Scientific Literature Tagging: A Cross-Field Cross-Model Studycited by 17
- 2023Understanding Practices around Computational News Discovery Tools in the Domain of Science Journalismcited by 7
- 2024Multi-Scale Heterogeneous Text-Attributed Graph Datasets From Diverse Domainscited by 5
- 2024Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classescited by 3
- 2025Analyzing 16,193 LLM Papers for Fun and Profitscited by 3
- 2026SciImpact: A Multi-Dimensional, Multi-Field Benchmark for Scientific Impact Predictioncited by 2
- 2021A Measure of Research Tastecited by 1
- 2024Collaborative Team Recognition: A Core Plus Extension Structurecited by 0
- 2024Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learningcited by 0
- 2026Critically Engaged Pragmatism: Scientific Norm and Social, Pragmatist Epistemology for AI Science Evaluation Toolscited by 0
1 more
- 2026SciImpact: A Multi-Dimensional, Multi-Field Benchmark for Scientific Impact Prediction18 Apr 2026
- 2026Transforming Science Learning Materials in the Era of Artificial Intelligence8 Feb 2026
- 2026Critically Engaged Pragmatism: Scientific Norm and Social, Pragmatist Epistemology for AI Science Evaluation Tools13 Jan 2026
- 2025Analyzing 16,193 LLM Papers for Fun and Profits11 Apr 2025
- 2024Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning18 Dec 2024
- 2024Multi-Scale Heterogeneous Text-Attributed Graph Datasets From Diverse Domains12 Dec 2024
- 2024Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes8 Oct 2024
- 2024Collaborative Team Recognition: A Core Plus Extension Structure7 Jun 2024
- 2023Understanding Practices around Computational News Discovery Tools in the Domain of Science Journalism12 Nov 2023
- 2023The Effect of Metadata on Scientific Literature Tagging: A Cross-Field Cross-Model Study7 Feb 2023
- 2021A Measure of Research Taste17 May 2021
- 2021OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs17 Mar 2021
1 more
- 2021OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphscited by 328
- 2021MATCH: Metadata-Aware Text Classification in A Large Hierarchycited by 20
- 2023The Effect of Metadata on Scientific Literature Tagging: A Cross-Field Cross-Model Studycited by 17
- 2023Understanding Practices around Computational News Discovery Tools in the Domain of Science Journalismcited by 7
- 2024Multi-Scale Heterogeneous Text-Attributed Graph Datasets From Diverse Domainscited by 5
- 2024Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classescited by 3
- 2025Analyzing 16,193 LLM Papers for Fun and Profitscited by 3
- 2026SciImpact: A Multi-Dimensional, Multi-Field Benchmark for Scientific Impact Predictioncited by 2
- 2021A Measure of Research Tastecited by 1
- 2024Collaborative Team Recognition: A Core Plus Extension Structurecited by 0
- 2024Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learningcited by 0
- 2026Critically Engaged Pragmatism: Scientific Norm and Social, Pragmatist Epistemology for AI Science Evaluation Toolscited by 0
12 most cited of 13 All 13 (JSON)
- 2026SciImpact: A Multi-Dimensional, Multi-Field Benchmark for Scientific Impact Prediction18 Apr 2026
- 2026Transforming Science Learning Materials in the Era of Artificial Intelligence8 Feb 2026
- 2026Critically Engaged Pragmatism: Scientific Norm and Social, Pragmatist Epistemology for AI Science Evaluation Tools13 Jan 2026
- 2025Analyzing 16,193 LLM Papers for Fun and Profits11 Apr 2025
- 2024Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning18 Dec 2024
- 2024Multi-Scale Heterogeneous Text-Attributed Graph Datasets From Diverse Domains12 Dec 2024
- 2024Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes8 Oct 2024
- 2024Collaborative Team Recognition: A Core Plus Extension Structure7 Jun 2024
- 2023Understanding Practices around Computational News Discovery Tools in the Domain of Science Journalism12 Nov 2023
- 2023The Effect of Metadata on Scientific Literature Tagging: A Cross-Field Cross-Model Study7 Feb 2023
- 2021A Measure of Research Taste17 May 2021
- 2021OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs17 Mar 2021
12 newest of 13 All 13 (JSON)