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The Chinese DeepSeek-R1 distillation dataset is sufficiently diverse to support complex NLP tasks

2025-09-05 1.6 K

Multidimensional diversity characterizing the dataset

The Chinese DeepSeek-R1 distillation dataset achieves excellent diversity through well-designed data composition. It is mainly manifested in three dimensions: firstly, the type diversity, which contains strict mathematical operation data, complex logical reasoning data, as well as all kinds of general knowledge data; secondly, the source diversity, which is derived from multiple types of scenarios, such as professional Q&A in Zhihu, daily sharing in Xiaohongshu, etc.; and lastly, the difficulty diversity, which is covered from the basic computation to the advanced reasoning. This multiple diversity design allows the dataset to support:

  • Basic text categorization tasks
  • Complex question answering system
  • Mathematical Computing Skills Assessment
  • Multi-Round Dialog Modeling

Depending on the specific needs, researchers can select specific types of data through the categorization and filtering functions of the dataset, or use a combination of types of data to get the best results.

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