%20that%20illustrates%20a%20pivotal%20shift%20towards%20prioritizing%20the%20Chinese%20language%20in%20developing%20LLMs.%20Uniquely%20initiated%20from%20scratch%2C%20CT-LLM%20diverges%20from%20the%20conventional%20methodology%20by%20primarily%20incorporating%20Chinese%20textual%20data%2C%20utilizing%20an%20extensive%20corpus%20of%201%2C200%20billion%20tokens%2C%20including%20800%20billion%20Chinese%20tokens%2C%20300%20billion%20English%20tokens%2C%20and%20100%20billion%20code%20tokens.%20This%20strategic%20composition%20facilitates%20the%20model's%20exceptional%20proficiency%20in%20understanding%20and%20processing%20Chinese%2C%20a%20capability%20further%20enhanced%20through%20alignment%20techniques.%20Demonstrating%20remarkable%20performance%20on%20the%20CHC-Bench%2C%20CT-LLM%20excels%20in%20Chinese%20language%20tasks%2C%20and%20showcases%20its%20adeptness%20in%20English%20through%20SFT.%20This%20research%20challenges%20the%20prevailing%20paradigm%20of%20training%20LLMs%20predominantly%20on%20English%20corpora%20and%20then%20adapting%20them%20to%20other%20languages%2C%20broadening%20the%20horizons%20for%20LLM%20training%20methodologies.%20By%20open-sourcing%20the%20full%20process%20of%20training%20a%20Chinese%20LLM%2C%20including%20a%20detailed%20data%20processing%20procedure%20with%20the%20obtained%20Massive%20Appropriate%20Pretraining%20Chinese%20Corpus%20(MAP-CC)%2C%20a%20well-chosen%20multidisciplinary%20Chinese%20Hard%20Case%20Benchmark%20(CHC-Bench)%2C%20and%20the%202B-size%20Chinese%20Tiny%20LLM%20(CT-LLM)%2C%20we%20aim%20to%20foster%20further%20exploration%20and%20innovation%20in%20both%20academia%20and%20industry%2C%20paving%20the%20way%20for%20more%20inclusive%20and%20versatile%20language%20models.)
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