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MatSci-YAMZ: Integrating Human and Artificial Intelligence Vocabulary Cover

MatSci-YAMZ: Integrating Human and Artificial Intelligence Vocabulary

Open Access
|Jul 2026

References

  1. Bagov, I., Greiner, C. and Garabedian, N. (2022) ‘Collaborative metadata definition using controlled vocabularies, and ontologies’, Research Ideas and Outcomes, 8, pp. 907928. Available at: 10.3897/rio.8.e94931
  2. Bayerlein, B., Schilling, M., Birkholz, H., Jung, M., Waitelonis, J., Mädler, L. and Sack, H. (2024) ‘PMD core ontology: Achieving semantic interoperability in materials science’, Materials & Design, 237, Article 112603. Available at: 10.1016/j.matdes.2023.112603
  3. Callister, W. Jr. and Rethwisch, D.G. (2020). Callister’s Materials Science and Engineering (10th Edition, Global Edition edition.). Hoboken, NJ: Wiley.
  4. DeepSeek-AI, Yang, D., Song, J., Xu, R., Zhu, Q., Ma, S., Bi, X., Zhang, X., Yu, X., Li, Z., Liu, A., Xue, B., Wu, B., Lu, C., Zhao, C., Zhang, C., Dai, D., Chen, D., Ji, D., Li, E., Lin, F., Dai, F., Luo, F., Hao, G., Chen, G., Li, G., Zhang, H., Bao, H., Xu, H., Wang, H., Ding, H., Xin, H., Gao, H., Qu, H., Li, H., Guo, J., Li, J., Wang, J., Chen, J., Yuan, J., Qiu, J., Li, J., Cai, J.L., Ni, J., Liang, J., Chen, J., Dong, K., Hu, K., Gao, K., Guan, K., Huang, K., Yu, K., Wang, L., Zhang, L., Zhao, L., Wang, L., Zhang, L., Xu, L., Xia, L., Zhang, M., Zhang, M., Tang, M., Li, M., Wang, M., Li, M., Tian, N., Huang, P., Zhang, P., Wang, Q., Chen, Q., Du, Q., Ge, R., Zhang, R., Pan, R., Wang, R., Chen, R.J., Jin, R.L., Jin, R.C., Lu, S., Zhou, S., Chen, S., Ye, S., Wang, S., Yu, S., Zhou, S., Pan, S., Li, S.S., Zhou, S., Wui, S., Ye, S., Yuun, T., Pei, T., Sun, T., Wang, T., Zeng, W., Zhao, W., Liu, W., Liang, W., Gao, W., Yu, W., Zhang, W., Xiao, W.L., An, W., Liu, X., Wang, X., Chen, X., Nie, X., Cheng, X., Liu, X., Xie, X., Liu, X., Yang, X., Li, X., Sui, X., Lin, X., Li, X.Q., Jin, X., Shen, X., Chen, X., Sun, X., Wang, X., Song, X., Zhou, X., Wang, X., Shan, X., Li, Y.K., Wang, Y.Q., Wei, Y.X., Zhang, Y., Xu, Y., Li, Y., Zhao, Y., Sun, Y., Wang, Y., Yu, Y., Zhang, Y., Shi, Y., Xiong, Y., He, Y., Piao, Y., Wang, Y., Tan, Y., Ma, Y., Liu, Y., Guo, Y., Ou, Y., Wang, Y., Gong, Y., Zou, Y., He, Y., Xiong, Y., Luo, Y., You, Y., Liu, Y., Zhou, Y., Zhu, Y.X., Xu, Y., Huang, Y., Li, Y., Zheng, Y., Zhu, Y., Ma, Y., Tang, Y., Zha, Y., Yan, Y., Ren, Z.Z., Ren, Z., Sha, Z., Fu, Z., Xu, Z., Xie, Z., Zhang, Z., Hao, Z., Ma, Z., Yan, Z., Wu, Z., Gu, Z., Zhu, Z., Liu, Z., Li, Z., Xie, Z., Song, Z., Pan, Z., Huang, Z., Xu, Z., Zhang, Z. and Zhang, Z. (2025). ‘DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning’. Available at: 10.48550/arxiv.2501.12948
  5. Draxl, C. and Scheffler, M. (2018) NOMAD: The FAIR concept for big-data-driven materials science. Available at: 10.48550/arxiv.1805.05039
  6. Erkimbaev, A.O., Zitserman, V.Y., Kobzev, G.A. and Kosinov, A.V. (2019) ‘Curation of digital scientific data’, Scientific and Technical Information Processing, 46(3), pp. 192203. Available at: 10.3103/S0147688219030092
  7. Goldbeck, G., Ghedini, E., Hashibon, A., Schmitz, G.J. and Friis, J. (2019) ‘A reference language and ontology for materials modelling and interoperability’, National Agency for Finite Element Methods and Standards (NAFEMS World Congress) 2019. Quebec City, Canada, 17–20 June. Quebec, Canada: NAFEMS.
  8. Greenberg, J., McClellan, S., Ireland, A., Sammarco, R., Gerber, C., Rauch, C.B., Kelly, M., Kunze, J., An, Y. and Toberer, E. (2025). ‘Human-in-the-loop and AI: Crowdsourcing metadata vocabulary for materials science’, Metadata and Semantics Research Conference 2025. Available at: 10.48550/arXiv.2512.09895
  9. Greenberg, J., McClellan, S., Rauch, C., Zhao, X., Kelly, M., An, Y., Kunze, J., Orenstein, R., Porter, C., Meschke, V. and Toberer, E. (2023) ‘Building community consensus for scientific metadata with YAMZ’, Data Intelligence, 5(1), pp. 242260. Available at: 10.1162/dint_a_00211
  10. Greenberg, J., Murillo, A., Kunze, J., Callaghan, S., Guralnick, R., Nassar, N., Ram, K., Janee, G. and Patton, C. (2014) ‘Metadictionary: Advocating for a community-driven metadata vocabulary application’, International Conference on Dublin Core and Metadata Applications: DC 2013. Lisbon, Portugal, 2–6 September. Available at: https://dcevents.dublincore.org/IntConf/dc-2013/paper/view/209/211.html
  11. Mayernik, M.S. (2016) ‘Research data and metadata curation as institutional issues’, Journal of the Association for Information Science and Technology, 67(4), pp. 973993. Available at: 10.1002/asi.23425
  12. McClellan, S., de Oliveira, I.M., Rauch, C., Adriaenssens, S. and Greenberg, J. (2024) ‘Exploratory analysis of a crowdsourcing metadata tool for building terminological consensus in civil engineering’, Automation in Construction, 166, 105627. Available at: 10.1016/j.autcon.2024.105627
  13. Medina-Smith, A., Becker, C.A., Plante, R.L., Bartolo, L.M., Dima, A., Warren, J.A. and Hanisch, R.J. (2021) ‘A controlled vocabulary and metadata schema for materials science data discovery’, Data Science Journal, 20(1), Article 18. Available at: 10.5334/dsj-2021-018
  14. Merhej, R., Perrin, S., Matejovicova, T., Ramé, A., Ramos, S., Yvinec, E., Beyer, L., Tsitsulin, A., Busa-Fekete, R., Sachdeva, N., Gao, Y., Barr, I., Parisotto, E., Eyal, M., Bhupatiraju, S., Kumar, R., Vilar, D., Luo, J., Friesen, A., Sharma, A., Sharma, A., Gilady, A.M., Goedeckemeyer, A., Saade, A., Feng, A., Kolesnikov, A., Bendebury, A., Abdagic, A., Vadi, A., György, A., Pinto, A.S., Das, A., Bapna, A., Miech, A., Yang, A., Paterson, A., Shenoy, A., Chakrabarti, A., Piot, B., Wu, B., Shahriari, B., Petrini, B., Chen, C., Lan, C.L., Choquette-Choo, C.A., Carey, C.J., Brick, C., Deutsch, D., Eisenbud, D., Cattle, D., Cheng, D., Paparas, D., Sreepathihalli, D.S., Reid, D., Tran, D., Zelle, D., Noldand, E., Huizenga, E., Kharitonov, E., Liu, F., Amirkhanyan, G., Cameron, G., Hashemi, H., Klimczak-Plucińska, H., Singh, H., Mehta, H., Lehri, H.T., Hazimeh, H., Ballantyne, I., Szpektor, I., Nardini, I., Pouget-Abadie, J., Chan, J., Stanton, J., Wieting, J., Lai, J., Orban, J., Fernandez, J., Newlan, J., Ji, J., Singh, J., Black, K., Yu, K., Hui, K., Vodrahalli, K., Greff, K., Qiu, L., Valentine, M., Coelho, M., Ritter, M., Hoffman, M., Watson, M., Chaturvedi, M., Moynihan, M., Ma, M., Babar, N., Noy, N., Byrd, N., Roy, N., Momchev, N., Chauhan, N., Sachdeva, N., Bunyan, O., Botarda, P., Caron, P., Rubenstein, P.K., Culliton, P., Schmid, P., Sessa, P.G., Xu, P., Stanczyk, P., Tafti, P., Shivanna, R., Wu, R., Pan, R., Rokni, R., Willoughby, R., Vallu, R., Mullins, R., Jerome, S., Smoot, S., Girgin, S., Iqbal, S., Reddy, S., Sheth, S., Põder, S., Bhatnagar, S., Panyam, S.R., Eiger, S., Zhang, S., Liu, T., Yacovone, T., Liechty, T., Kalra, U., Evci, U., Misra, V., Roseberry, V., Feinberg, V., Kolesnikov, V., Han, W., Kwon, W., Chen, X., Chow, Y., Zhu, Y., Wei, Z., Egyed, Z., Cotruta, V., Giang, M., Kirk, P., Rao, A., Lo, J., Moreira, E., Martins, L.G., Sanseviero, O., Gonzalez, L., Gleicher, Z., Warkentin, T., Mirrokni, V., Senter, E., Collins, E., Barral, J., Ghahramani, Z., Hadsell, R., Matias, Y., Sculley, D., Petrov, S., Fiedel, N., Shazeer, N., Vinyals, O., Dean, J., Hassabis, D., Kavukcuoglu, K., Farabet, C., Buchatskaya, E., Alayrac, J-B., Anil, R., Lepikhin, D., Borgeaud, S., Bachem, O., Joulin, A., Andreev, A., Hardin, C., Hussenot, L. and Dadashi, R. (2025) Gemma 3 technical report. Available at: 10.48550/arxiv.2503.19786
  15. Olson, G.B. (1997) ‘Computational design of hierarchically structured materials’, Science, 277(5330), pp. 12371242. Available at: 10.1126/science.277.5330.1237
  16. OpenAI, Agarwal, S., Ahmad, L., Ai, J., Altman, S., Applebaum, A., Arbus, E., Bai, Y., Baker, B., Bao, H., Barak, B., Bennett, A., Bertao, T., Brett, N., Brevdo, E., Brockman, G., Bubeck, S., Chang, C., Chen, K., Chen, M., Cheung, E., Clark, A., Cook, D., Dukhan, M., Dvorak, C., Fives, K., Fomenko, V., Garipov, T., Georgiev, K., Glaese, m., Gogineni, T., Goucher, A., Gross, L., Guzman, K.G., Hallman, J., Hehir, J., Heidecke, J., Helyar, A., Hu, H., Huet, R., Huh, J., Jain, S., Johnson, Z., Koch, C., Kofman, I., Kundel, D., Kwon, J., Kyrylov, V., Le, E.Y., Leclerc, G., Lennon, J.P., Lessans, S., Lezcano-Casado, M., Li, Y., Li, Z., Lin, J., Liss, J., Liu, L., Liu, J., Lu, K., Lu, C., Martinovic, Z., McCallum, L., McGrath, J., McKinney, S., McLaughlin, A., Mei, S., Mostovoy, S., Mu, T., Myles, G., Neitz, A., Nichol, A., Pachocki, J., Paino, A., Palmie, D., Pantuliano, A., Parascandolo, G., Park, J., Pathak, L., Paz, C., Peran, L., Pimenov, D., Pokrass, M., Proehl, E., Qiu, H., Raila, G., Raso, F., Ren, H., Richardson, K., Robinson, D., Rotsted, B., Salman, H., Sanjeev, S., Schwarzer, M., Sculley, D., Sikchi, H., Simon, K., Singhal, K., Song, Y., Stuckey, D., Sun, Z., Tillet, P., Toizer, S., Tsimpourlas, F., Vyas, N., Wallace, E., Wang, X., Wang, M., Watkins, O., Weil, K., Wendling, A., Whinnery, K., Whitney, C., Wong, H., Yang, L., Yang, Y., Yasunaga, M., Ying, K., Zaremba, W., Zhan, W., Zhang, C., Zhang, B., Zhao, S. and Zhang, E. (2025) gpt-oss-120b & gpt-oss-20b model card. Available at: 10.48550/arxiv.2508.10925
  17. Periti, F. and Montanelli, S. (2024) ‘Lexical semantic change through large language models: A survey’, ACM Computing Surveys, 56(11), Article 282. Available at: 10.1145/3672393
  18. Plante, R.L., Becker, C.A., Medina-Smith, A., Brady, K., Dima, A., Long, B., Bartolo, L.M., Warren, J.A. and Hanisch, R.J. (2021) ‘Implementing a registry federation for materials science data discovery’, Data Science Journal, 20(1). Available at: 10.5334/dsj-2021-015
  19. Shah, C. (2023) From prompt engineering to prompt science with human in the loop. Available at: 10.48550/arxiv.2401.04122
  20. Shneiderman, B. (2020) ‘Human-centered artificial intelligence: Reliable, safe & trustworthy’, International Journal of Human–Computer Interaction, 36(6), pp. 495504. Available at: 10.1080/10447318.2020.1741118
  21. Subcommittee on the Materials Genome Initiative. (2021) Materials genome initiative strategic plan. Office of Science Technology and Policy, National Science and Technology Council. Available at: https://www.mgi.gov/sites/mgi/files/MGI-2021-Strategic-Plan.pdf
  22. Tóth, Á. and Abdelzaher, E. (2024) ‘BERT may help in lexicographic sense delineation’, International Journal of Digital Humanities, 6(3), pp. 291311. Available at: 10.1007/s42803-024-00093-2
  23. Wang, C., Liu, X., Yue, Y., Guo, Q., Hu, X., Tang, X., Zhang, T., Jiayang, C., Yao, Y., Hu, X., Qi, Z., Gao, W., Wang, Y., Yang, L., Wang, J., Xie, X., Zhang, Z. and Zhang, Y. (2025) ‘Survey on factuality in large language models’, ACM Computing Surveys, 58(1), pp. 137. Available at: 10.1145/3742420
  24. Wilkinson, M.D., Dumontier, M., Aalbersberg, I.J., Appleton, G., Axton, M., Baak, A., Blomberg, N., Boiten, J.-W., da Silva Santos, L.B., Bourne, P.E., Bouwman, J., Brookes, A.J., Clark, T., Crosas, M., Dillo, I., Dumon, O., Edmunds, S., Evelo, C.T., Finkers, R., Gonzalez-Beltran, A., Gray, A.J.G., Groth, P., Goble, C., Grethe, J.S., Heringa, J., ‘tHoen, P.A.C., Hooft, R., Kuhn, T., Kok, R., Kok, J., Lusher, S.J., Martone, M.E., Mons, A., Packer, A.L., Persson, B., Rocca-Serra, P., Roos, M., van Schaik, R., Sansone, S-A., Schultes, E., Sengstag, T., Slater, T., Strawn, G., Swertz, M.A., Thompson, M., van der Lei, J., van Mulligen, E., Velterop, J., Waagmeester, A., Wittenburg, P., Wolstencroft, K., Zhoa, J, and Mons, B. (2016) ‘The FAIR Guiding Principles for scientific data management and stewardship’, Scientific Data, 3(1), Article 160018. Available at: 10.1038/sdata.2016.18
  25. Wu, T., Lan, J., Yuan, W., Jiao, J., Weston, J. and Sukhbaatar, S. (2024) Thinking LLMs: General instruction following with thought generation. Available at: 10.48550/arxiv.2410.10630
  26. Yang, A., Li, A., Yang, B., Zhang, B., Hui, B., Zheng, B., Yu, B., Gao, C., Huang, C., Lv, C., Zheng, C., Liu, D., Zhou, F., Huang, F., Hu, F., Ge, H., Wei, H., Lin, H., Tang, J., Yang, J., Tu, J., Zhang, J., Yang, J., Yang, J., Zhou, J., Zhou, J., Lin, J., Dang, K., Bao, K., Yang, K., Yu, L., Deng, L., Li, M., Xue, M., Li, M., Zhang, P., Wang, P., Zhu, Q., Men, R., Gao, R., Liu, S., Luo, S., Li, T., Tang, T., Yin, W., Ren, X., Wang, X., Zhang, X., Ren, X., Fan, Y., Su, Y., Zhang, Y., Zhang, Y., Wan, Y., Liu, Y., Wang, Z., Cui, Z., Zhang, Z., Zhou, Z. and Qiu, Z. (2025) Qwen3 technical report. Available at: 10.48550/arxiv.2505.09388
  27. Zhao, X. (2025) Large-scale materials knowledge extraction using LLMs and human-in-the-loop. PhD dissertation. Drexel University. Available at: 10.17918/00010968
Language: English
Page range: 23 - 23
Submitted on: Dec 8, 2025
Accepted on: Jun 22, 2026
Published on: Jul 13, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services

© 2026 Scott McClellan, Addison Ireland, Colton Gerber, Joel Pepper, Christopher B. Rauch, Mat Kelly, John Kunze, Jane Greenberg, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.