Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?

Mingyu Jin, Qinkai Yu, Jingyuan Huang, Qingcheng Zeng, Zhenting Wang, Wenyue Hua, Haiyan Zhao 0003, Kai Mei, Yanda Meng, Kaize Ding, Fan Yang 0023, Mengnan Du, Yongfeng Zhang. Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?. In Owen Rambow, Leo Wanner, Marianna Apidianaki, Hend Al-Khalifa 0001, Barbara Di Eugenio, Steven Schockaert, editors, Proceedings of the 31st International Conference on Computational Linguistics, COLING 2025, Abu Dhabi, UAE, January 19-24, 2025. pages 558-573, Association for Computational Linguistics, 2025. [doi]

Authors

Mingyu Jin

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Qinkai Yu

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Jingyuan Huang

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Qingcheng Zeng

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Zhenting Wang

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Wenyue Hua

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Haiyan Zhao 0003

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Kai Mei

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Yanda Meng

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Kaize Ding

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Fan Yang 0023

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Mengnan Du

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Yongfeng Zhang

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