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Existing chain-of-thought (CoT) distillation methods can effectively transfer reasoning abilities to base models but suffer from two major limitations: excessive verbosity of reasoning traces and inadequate adaptability to problem difficulty.
2021
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2021
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N. Ho, L. Schmid, and S.-Y. Yun, “Large language models are reasoning teachers,”
2022
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2023
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2023
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X. Chen, J. Xu, T. Liang, Z. He, J. Pang, D. Yu, L. Song, Q. Liu, M. Zhou, Z. Zhang
2024
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C.-H. Chiang and H.-y. Lee, “Over-reasoning and redundant calculation of large language models,”
2024
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J. Zhang, J. Xiang, Z. Yu, F. Teng, X. Chen, J. Chen, M. Zhuge, X. Cheng, S. Hong, J. Wang
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T. Han, Z. Wang, C. Fang, S. Zhao, S. Ma, and Z. Chen, “Token-budget-aware llm reasoning,”
2024
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Z. Pan, Q. Wu, H. Jiang, M. Xia, X. Luo, J. Zhang, Q. Lin, V. Rühle, Y. Yang, C.-Y. Lin
2024
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D. Guo, D. Yang, H. Zhang, J. Song, R. Zhang, R. Xu, Q. Zhu, S. Ma, P. Wang, X. Bi
2025
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OpenAI, “Introducing openai o1,” 2025. [Online]. Available:
2025
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Y. Ye, Z. Huang, Y. Xiao, E. Chern, S. Xia, and P. Liu, “Limo: Less is more for reasoning,”
2025
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B. Liu, X. Li, J. Zhang, J. Wang, T. He, S. Hong, H. Liu, S. Zhang, K. Song, K. Zhu
2025
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L. Wen, Y. Cai, F. Xiao, X. He, Q. An, Z. Duan, Y. Du, J. Liu, L. Tang, X. Lv
2025
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X. Qu, Y. Li, Z. Su, W. Sun, J. Yan, D. Liu, G. Cui, D. Liu, S. Liang, J. He
2025
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2025
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2025
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2025
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2025
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Y. Sui, Y.-N. Chuang, G. Wang, J. Zhang, T. Zhang, J. Yuan, H. Liu, A. Wen, S. Zhong, H. Chen
2025
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2025
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O. T. Team, “Open Thoughts,” Jan. 2025
2025
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N. Team, “Sky-t1: Train your own o1 preview model within $450,” https://novasky-ai.github.io/posts/sky-t1, 2025, accessed: 2025-01-09
2025
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2025
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2025
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2025
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H. Face, “Open r1: A fully open reproduction of deepseek-r1,” January 2025. [Online]. Available:
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2025
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