| # CMMLU | |
| ### Paper | |
| CMMLU: Measuring massive multitask language understanding in Chinese | |
| https://arxiv.org/abs/2306.09212 | |
| CMMLU is a comprehensive evaluation benchmark specifically designed to evaluate the knowledge and reasoning abilities of LLMs within the context of Chinese language and culture. | |
| CMMLU covers a wide range of subjects, comprising 67 topics that span from elementary to advanced professional levels. | |
| Homepage: https://github.com/haonan-li/CMMLU | |
| ### Citation | |
| ```bibtex | |
| @misc{li2023cmmlu, | |
| title={CMMLU: Measuring massive multitask language understanding in Chinese}, | |
| author={Haonan Li and Yixuan Zhang and Fajri Koto and Yifei Yang and Hai Zhao and Yeyun Gong and Nan Duan and Timothy Baldwin}, | |
| year={2023}, | |
| eprint={2306.09212}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| ``` | |
| ### Groups and Tasks | |
| #### Groups | |
| - `cmmlu`: All 67 subjects of the CMMLU dataset, evaluated following the methodology in MMLU's original implementation. | |
| #### Tasks | |
| The following tasks evaluate subjects in the CMMLU dataset using loglikelihood-based multiple-choice scoring: | |
| - `cmmlu_{subject_english}` | |
| ### Checklist | |
| * [x] Is the task an existing benchmark in the literature? | |
| * [x] Have you referenced the original paper that introduced the task? | |
| * [x] If yes, does the original paper provide a reference implementation? | |
| * [x] Yes, original implementation contributed by author of the benchmark | |
| If other tasks on this dataset are already supported: | |
| * [x] Is the "Main" variant of this task clearly denoted? | |
| * [x] Have you provided a short sentence in a README on what each new variant adds / evaluates? | |
| * [x] Have you noted which, if any, published evaluation setups are matched by this variant? | |