Foundation model enhanced derivative-free cognitive diagnosis

Mingjia LI; Hong QIAN; Jinglan LV; Mengliang HE; Wei ZHANG; Aimin ZHOU

doi:10.1007/s11704-024-40029-1

Front. Comput. Sci. ›› 2025, Vol. 19 ›› Issue (1) : 191318 DOI: 10.1007/s11704-024-40029-1

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Foundation model enhanced derivative-free cognitive diagnosis

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Mingjia LI, Hong QIAN, Jinglan LV, Mengliang HE, Wei ZHANG, Aimin ZHOU. Foundation model enhanced derivative-free cognitive diagnosis. Front. Comput. Sci., 2025, 19(1): 191318 DOI:10.1007/s11704-024-40029-1

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References

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[1]	Liu Y J, Zhang T C, Wang X C, Yu G, Li T. New development of cognitive diagnosis models. Frontiers of Computer Science, 2023, 17(1): 171604

[2]	Haberman S J. Identifiability of parameters in item response models with unconstrained ability distributions. ETS Research Report Series, 2005, 2005(2): i−22

[3]	De La Torre J.. Dina model and parameter estimation: a didactic. Journal of Educational and Behavioral Statistics, 2009, 34(1): 115−130

[4]	Wang F, Liu Q, Chen E H, Huang Z Y, Chen Y Y, Yin Y, Huang Z, Wang S J. Neural cognitive diagnosis for intelligent education systems. In: Proceedings of the 34th AAAI Conference on Artificial Intelligence. 2020, 6153–6161

[5]	Wang F, Liu Q, Chen E H, Huang Z Y, Yin Y, Wang S J, Su Y. NeuralCD: a general framework for cognitive diagnosis. IEEE Transactions on Knowledge and Data Engineering, 2023, 35(8): 8312−8327

[6]	Chen X Z, Wu L, Liu F, Chen L, Zhang K, Hong R C, Wang M. Disentangling cognitive diagnosis with limited exercise labels. In: Proceedings of the 37th International Conference on Neural Information Processing Systems. 2023, 792

[7]	Shen J H, Qian H, Zhang W, Zhou A M. Symbolic cognitive diagnosis via hybrid optimization for intelligent education systems. In: Proceedings of the 38th AAAI Conference on Artificial Intelligence. 2024, 14928–14936

[8]	Wang Z, Lamb A, Saveliev E, Cameron P, Zaykov Y, Hernández-Lobato J M, Turner R E, Baraniuk R G, Barton C, Jones S P, Woodhead S, Zhang C. Diagnostic questions: the neurips 2020 education challenge. 2020, arXiv preprint arXiv: 2007.12061