C-Eval: A Multi-Domain Chinese Evaluation Tool to Advance Language Modeling

C-Eval is a multi-domain Chinese assessment tool developed for large-scale language modeling. C-Eval is a multi-disciplinary Chinese language assessment tool for large-scale language models, developed by researchers at Shanghai Jiao Tong University, Tsinghua University, and the University of Edinburgh, and will be released in May 2023.C-Eval consists of more than 13,900 multiple-choice questions across 52 different academic domains and is divided into four levels of difficulty to comprehensively test Chinese language comprehension in large-scale language models.Features of C-EvalMulti-disciplinary Coverage: The questions in C-Eval cover a wide range of disciplinary areas, thus providing a comprehensive framework for assessing Chinese language comprehension. Eval questions cover a wide range of subject areas, thus providing a comprehensive framework for assessing Chinese language comprehension. Multi-level design: The tool provides questions with different difficulty levels to accommodate large-scale language models at various levels. Rigorous assessment criteria: All questions are carefully designed to accurately measure the performance of the model. Collaboration with academic institutions: Developed in collaboration with three internationally recognized universities, the tool is guaranteed to be professional and scientific. How to use C-EvalC-Eval provides a standardized platform for researchers and developers to use the tool to test and evaluate the capability of their language models in Chinese processing. By using C-Eval, researchers can better understand the strengths and weaknesses of their models and improve them accordingly.Research Significance of C-EvalAs a tool developed by academics, C-Eval is important for advancing the development of Chinese Natural Language Processing (NLP) technology. By providing a multidisciplinary and multilevel evaluation system, C-Eval provides strong support for the continuous optimization and advancement of language models.Future Prospects of C-EvalWith the development of AI technology, the capability of large-scale language models is constantly improving.The release of C-Eval provides a benchmark for future research, and at the same time pushes forward the academic community's pursuit of more efficient and more accurate language modeling pursuits. Conclusion The launch of C-Eval marks an important advancement in the field of Chinese natural language processing. Through its multidisciplinary and multilevel evaluation methodology, C-Eval will help researchers evaluate and understand large-scale language models more deeply, and promote the development and innovation of language technology. The development of C-Eval is the latest contribution from researchers at Shanghai Jiao Tong University, Tsinghua University, and the University of Edinburgh who have been working to advance the evaluation and optimization of Chinese language models.